⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 18 (6/8) CatBoost: 26 (6/8) XGB: 28 (6/8) LGBM-LS: 66 (3/8) CatBoost-LS: 28 (6/8) XGB-LS: 66 (3/8) Win Prob: 12.2% Value Score: 2.46 ★ ML: 15.00 (14/1) Overlay %: 6.16 Fair Odds: 8.00 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 81 (3/8) CatBoost: 69 (3/8) XGB: 55 (3/8) LGBM-LS: 49 (6/8) CatBoost-LS: 68 (3/8) XGB-LS: 50 (5/8) Win Prob: 32% Value Score: 2.02 ★ ML: 4.00 (7/2) Overlay %: -4.75 Fair Odds: 8.00 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (40%). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 32 (5/8) CatBoost: 34 (5/8) XGB: 36 (5/8) LGBM-LS: 64 (4/8) CatBoost-LS: 34 (5/8) XGB-LS: 63 (4/8) Win Prob: 16.8% Value Score: 2.76 ★ ML: 12.00 (11/1) Overlay %: 5.01 Fair Odds: 8.00 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Has a bullet work (fastest at track that day) — sharp conditioning signal.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 7 (7/8) CatBoost: 14 (7/8) XGB: 25 (7/8) LGBM-LS: 0 (8/8) CatBoost-LS: 14 (7/8) XGB-LS: 37 (6/8) Win Prob: 9.2% Value Score: 2.42 ★ ML: 20.00 (20/1) Overlay %: 7.34 Fair Odds: 8.00 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot jockey — high ITM rate (44%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 7 days) — disciplined training regimen.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 68 (4/8) CatBoost: 58 (4/8) XGB: 51 (4/8) LGBM-LS: 53 (5/8) CatBoost-LS: 58 (4/8) XGB-LS: 37 (7/8) Win Prob: 34.9% Value Score: 3.08 ★ ML: 6.00 (11/2) Overlay %: -0.22 Fair Odds: 8.00 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (56%). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 6 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 100 (1/8) CatBoost: 100 (1/8) XGB: 100 (1/8) LGBM-LS: 100 (1/8) CatBoost-LS: 100 (1/8) XGB-LS: 100 (1/8) Win Prob: 63.8% Value Score: 1.93 ★ ML: 1.40 (10/11) Overlay %: -21.93 Fair Odds: 8.00 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (6, 8 days) — disciplined training regimen.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Post 7 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 0 CatBoost: 1 (8/8) XGB: 0 LGBM-LS: 0 CatBoost-LS: 4 (8/8) XGB-LS: 7 (8/8) Win Prob: 3.3% Value Score: 1.3 ★ ML: 30.00 (30/1) Overlay %: 8.55 Fair Odds: 8.00 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (56%). Hot jockey — high ITM rate (45%). One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Post 8 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 100 (2/8) CatBoost: 83 (2/8) XGB: 67 (2/8) LGBM-LS: 84 (2/8) CatBoost-LS: 84 (2/8) XGB-LS: 82 (2/8) Win Prob: 57.2% Value Score: 2.88 ★ ML: 3.00 (5/2) Overlay %: -8.71 Fair Odds: 8.00 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | B |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (9, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Post 9 in a 9-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 1 (8/8) CatBoost: 0 XGB: 3 (8/8) LGBM-LS: 26 (7/8) CatBoost-LS: 0 XGB-LS: 0 Win Prob: 3.9% Value Score: 1.53 ★ ML: 30.00 (30/1) Overlay %: 8.55 Fair Odds: 8.00 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | C | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | C | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Career-best speed figure (61) recorded in last 1-2 starts — peaking form. Fourth race back from a 48-day layoff — often the peak fitness race. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Bmp aftr st;saved grnd. No workout in last 30 days despite 27 days since last race. First start at KEE — never raced here before (last seen at: TP, CD).
LGBM: 27 (10/11) CatBoost: 35 (9/11) XGB: 40 (10/11) LGBM-LS: 70 (10/11) CatBoost-LS: 29 (10/11) XGB-LS: 64 (8/11) Win Prob: 16.8% Value Score: 4.51 ★ ML: 20.00 (20/1) Overlay %: 3.77 Fair Odds: 12.35 (11/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | C |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | C | C |
| Finish Pos | F | F |
| Dirt Speed | C | D |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | D | C |
| Sprint FPS | C | B |
| Route FPS | F | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Has a bullet work (fastest at track that day) — sharp conditioning signal. Strong speed 2 back (72), modest dip last out (65) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Averages 54.5 speed pts in today's distance/surface configuration vs 48.0 in other configs (6 qualifying starts) — returning to ideal setup.
⚠ Concerns:Speed average (52) well below field median (69). Tends to fade in the stretch at similar distances (4 of 6 starts). Trip note from last race: Bmpd btw after st;3-4p. Consistently breaks behind post position (4 of last 5 starts). Last race was career-best speed (65) — bounce risk after peak effort. Stepping up to $50,000 — highest class level in last 10 starts (previous high: $40,000). Speed figures are highly erratic over last 5 starts (σ = 8.9 pts: [65, 72, 58, 51, 52]) — unpredictable performer.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 16 (11/11) Win Prob: 4.7% Value Score: 1.87 ★ ML: 30.00 (30/1) Overlay %: 3.52 Fair Odds: 15.55 (15/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | F | D |
| Finish Pos | F | F |
| Dirt Speed | C | D |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | F | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | C | B |
| Mid Pace | D | C |
| Late Pace | D | C |
| Sprint FPS | B | B |
| Route FPS | C | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | F | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | A | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot trainer - high ITM rate (46%). Big last-race effort (84) — 17 pts above recent average. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Fourth race back from a 96-day layoff — often the peak fitness race. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['L', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. Averages 75.0 speed pts in today's distance/surface configuration vs 59.0 in other configs (3 qualifying starts) — returning to ideal setup.
⚠ Concerns:Rising in class today ($20,000 → $50,000). Trip note from last race: 4-5p;rally;up in time. Last race was career-best speed (84) — bounce risk after peak effort. Speed figures are highly erratic over last 5 starts (σ = 11.8 pts: [84, 62, 61, 79, 58]) — unpredictable performer. First start at KEE — never raced here before (last seen at: TP, OP, CD).
LGBM: 34 (9/11) CatBoost: 36 (8/11) XGB: 62 (7/11) LGBM-LS: 80 (7/11) CatBoost-LS: 37 (8/11) XGB-LS: 57 (10/11) Win Prob: 35.5% Value Score: 9.52 ★ ML: 20.00 (20/1) Overlay %: 4.65 Fair Odds: 10.94 (10/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | C |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | D | D |
| Finish Pos | C | C |
| Dirt Speed | A | B |
| Turf Speed | B | C |
| Distance Speed | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | A | B |
| Late Pace | F | C |
| Sprint FPS | C | B |
| Route FPS | B | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Speed average (75) well above field median (69). Hot trainer - high ITM rate (44%). Hot jockey — high ITM rate (53%). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Last race: surged from 7th at 1st call to 3rd/2nd at stretch but faded to 4th — hidden energy often signals next-race win. Had documented trouble last race (codes: ['D', 'O', 'S', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Trip note from last race: Hop st;4p;outkckd show. First start at KEE — never raced here before (last seen at: TP).
LGBM: 77 (2/11) CatBoost: 97 (2/11) XGB: 93 (2/11) LGBM-LS: 88 (4/11) CatBoost-LS: 93 (2/11) XGB-LS: 76 (4/11) Win Prob: 44% Value Score: 3.09 ★ ML: 4.50 (7/2) Overlay %: -3.42 Fair Odds: 8.26 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | B | B |
| Finish Pos | A | B |
| Dirt Speed | F | F |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | C | B |
| Mid Pace | A | B |
| Late Pace | C | B |
| Sprint FPS | D | C |
| Route FPS | C | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 104-day layoff with a recent workout. Speed average (77) well above field median (69). Hot trainer - high ITM rate (44%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 83 vs field 77). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Returning from 104-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 104 days. Limited experience at today's distance (2 starts). Moving from a route to a sprint today. Trip note from last race: Bobbled st; 4w; wknd. Speed figures are highly erratic over last 5 starts (σ = 8.1 pts: [67, 79, 89, 83, 77]) — unpredictable performer. First start at KEE — never raced here before (last seen at: FG, CD).
LGBM: 100 (1/11) CatBoost: 100 (1/11) XGB: 100 (1/11) LGBM-LS: 100 (1/11) CatBoost-LS: 100 (1/11) XGB-LS: 100 (1/11) Win Prob: 62.2% Value Score: 2.78 ★ ML: 2.50 (9/5) Overlay %: -12.88 Fair Odds: 9.56 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | A | A |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | B | A |
| Sprint FPS | F | C |
| Route FPS | D | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | D | C |
| Mid Pace | F | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Career-best speed figure (54) recorded in last 1-2 starts — peaking form. Early pace significantly above field median (E1: 90 vs field 84). Fourth race back from a 50-day layoff — often the peak fitness race. Strong speed 2 back (78), modest dip last out (66) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Returning from 30-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'F', 'V']) yet still finished 4th — a clean trip today sets up a form reversal. Averages 70.8 speed pts in today's distance/surface configuration vs 63.8 in other configs (4 qualifying starts) — returning to ideal setup.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Moving from a route to a sprint today. Trip note from last race: 2p;vied 2w2nd;fade3/16. Speed figures are highly erratic over last 5 starts (σ = 8.9 pts: [66, 78, 72, 67, 54]) — unpredictable performer.
LGBM: 40 (7/11) CatBoost: 34 (10/11) XGB: 57 (8/11) LGBM-LS: 81 (5/11) CatBoost-LS: 33 (9/11) XGB-LS: 82 (3/11) Win Prob: 25.5% Value Score: 5.21 ★ ML: 15.00 (14/1) Overlay %: 2.36 Fair Odds: 12.80 (12/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | D |
| Finish Pos | D | D |
| Dirt Speed | D | D |
| Turf Speed | A | A |
| Distance Speed | B | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | D | C |
| Sprint FPS | A | B |
| Route FPS | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 35-day layoff with a recent workout. Significantly better on off tracks (off: 79 vs fast: 63). Late pace significantly above field median (LP: 81 vs field 77). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'L', 'T', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 35 days. Rising in class today ($30,000 → $50,000). Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on dirt surface (2 starts). Trip note from last race: Trkd5w; veerd in; held. Last race was career-best speed (79) — bounce risk after peak effort. Stepping up to $50,000 — highest class level in last 10 starts (previous high: $30,000). Post 7 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 63 (5/11) CatBoost: 69 (5/11) XGB: 68 (4/11) LGBM-LS: 79 (8/11) CatBoost-LS: 62 (5/11) XGB-LS: 65 (7/11) Win Prob: 26.4% Value Score: 2.02 ★ ML: 5.00 (9/2) Overlay %: -3.93 Fair Odds: 9.98 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | C |
| Early Pace | B | B |
| Mid Pace | D | B |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | C | D |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | C | B |
| Mid Pace | D | C |
| Late Pace | B | A |
| Sprint FPS | A | B |
| Route FPS | D | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 43-day layoff with a recent workout. Hot trainer - high ITM rate (53%). Career-best speed figure (70) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (54%). 4 workouts in last 30 days — horse appears sharp and fit. Fourth race back from a 54-day layoff — often the peak fitness race. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip.
⚠ Concerns:Has not raced in 43 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Stalked ins; tired. Outside post (8) in a large field of 12 horses. Post 8 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. First start at KEE — never raced here before (last seen at: TP, CD).
LGBM: 68 (4/11) CatBoost: 66 (6/11) XGB: 66 (5/11) LGBM-LS: 81 (6/11) CatBoost-LS: 57 (6/11) XGB-LS: 60 (9/11) Win Prob: 49.2% Value Score: 4.4 ★ ML: 6.00 (11/2) Overlay %: -2.29 Fair Odds: 10.25 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | D | D |
| Finish Pos | C | C |
| Dirt Speed | B | C |
| Turf Speed | A | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | F | D |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot jockey — high ITM rate (48%). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['L', 'O', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Slo start;rail;4w 1/4. Outside post (9) in a large field of 12 horses. Post 9 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. First start at KEE — never raced here before (last seen at: CNL, TP).
LGBM: 51 (6/11) CatBoost: 73 (4/11) XGB: 64 (6/11) LGBM-LS: 93 (2/11) CatBoost-LS: 67 (4/11) XGB-LS: 71 (5/11) Win Prob: 22.5% Value Score: 3.16 ★ ML: 10.00 (9/1) Overlay %: 1.66 Fair Odds: 10.40 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | C | B |
| Mid Pace | B | B |
| Late Pace | B | A |
| Finish Pos | A | B |
| Dirt Speed | F | F |
| Turf Speed | D | D |
| Distance Speed | A | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | B | B |
| Mid Pace | C | B |
| Late Pace | B | B |
| Sprint FPS | C | B |
| Route FPS | C | C |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 98-day layoff with a recent workout. Career-best speed figure (76) recorded in last 1-2 starts — peaking form. Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (76), modest dip last out (66) — form reversal angle, ready to bounce back to top form. One gate workout in recent training — sharpness signal from the gate. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['F', 'L', 'O', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 98 days. Speed average (62) well below field median (69). Trip note from last race: Trail; 4w; up for show. Outside post (10) in a large field of 12 horses. Post 10 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. Speed figures are highly erratic over last 5 starts (σ = 9.4 pts: [66, 76, 75, 63, 53]) — unpredictable performer.
LGBM: 11 (11/11) CatBoost: 8 (11/11) XGB: 15 (11/11) LGBM-LS: 41 (11/11) CatBoost-LS: 11 (11/11) XGB-LS: 0 Win Prob: 5.3% Value Score: 2.09 ★ ML: 30.00 (30/1) Overlay %: 3.44 Fair Odds: 15.76 (15/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | C | C |
| Finish Pos | C | C |
| Dirt Speed | B | C |
| Turf Speed | B | C |
| Distance Speed | A | D |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | A | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 40-day layoff with a recent workout. Dropping in class today ($125,000 → $50,000). Career-best speed figure (80) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (59%). 3 workouts in last 30 days — horse appears sharp and fit. Strong speed 2 back (80), modest dip last out (68) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Dropping in class ($50,000 vs last $125,000) after a 40-day freshening — trainer setup-for-win angle. Had documented trouble last race (codes: ['L', 'O', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 40 days. Trip note from last race: 3p; 7p lane; kept on. Outside post (11) in a large field of 12 horses. Post 11 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. First start at KEE — never raced here before (last seen at: OP, TP).
LGBM: 37 (8/11) CatBoost: 48 (7/11) XGB: 46 (9/11) LGBM-LS: 75 (9/11) CatBoost-LS: 41 (7/11) XGB-LS: 71 (6/11) Win Prob: 21% Value Score: 3.49 ★ ML: 12.00 (11/1) Overlay %: 2.01 Fair Odds: 11.46 (10/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | C |
| Early Pace | D | C |
| Mid Pace | C | B |
| Late Pace | C | B |
| Finish Pos | D | D |
| Dirt Speed | A | B |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | D | C |
| Mid Pace | C | B |
| Late Pace | C | B |
| Sprint FPS | D | C |
| Route FPS | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | D | C |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Speed average (74) well above field median (69). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 86 vs field 77). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'F', 'L', 'O', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on dirt surface (2 starts). Trip note from last race: Ins;repeld foe;left ld. Outside post (12) in a large field of 12 horses. Post 12 in a 12-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 77 (3/11) CatBoost: 80 (3/11) XGB: 80 (3/11) LGBM-LS: 90 (3/11) CatBoost-LS: 76 (3/11) XGB-LS: 96 (2/11) Win Prob: 21.1% Value Score: 2.43 ★ ML: 8.00 (7/1) Overlay %: 1.11 Fair Odds: 9.20 (8/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | D | B |
| Mid Pace | D | B |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | F | F |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | A | A |
| Sprint FPS | B | B |
| Route FPS | A | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | D |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | F |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 44-day layoff with a recent workout. Hot trainer - high ITM rate (46%). Career-best speed figure (82) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (48%). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (9, 7 days) — disciplined training regimen. Returning from 44-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Career-best figure (94) buried in races 4–10 back — 10 pts above race median and 5 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:Has not raced in 44 days. Switching from dirt to turf today. Poor record at this distance (0 wins from 8 recent starts). Trip note from last race: 3w;chsd 4p3/16;no bid. Has not won in last 10 starts despite career wins. 0 wins from 8 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 54 (5/8) CatBoost: 41 (6/8) XGB: 26 (5/8) LGBM-LS: 27 (8/8) CatBoost-LS: 35 (5/8) XGB-LS: 1 (7/8) Win Prob: 18.3% Value Score: 3.02 ★ ML: 12.00 (11/1) Overlay %: 5.15 Fair Odds: 7.92 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | D | A |
| Mid Pace | C | A |
| Late Pace | C | A |
| Finish Pos | D | D |
| Dirt Speed | B | B |
| Turf Speed | A | A |
| Distance Speed | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | B | A |
| Sprint FPS | D | C |
| Route FPS | D | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | D | A |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot jockey — high ITM rate (44%). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. One gate workout in recent training — sharpness signal from the gate. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Returning from 140-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:Has not raced in 140 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: 4-6w; never a threat. Speed figures are highly erratic over last 5 starts (σ = 8.6 pts: [80, 93, 82, 79, 69]) — unpredictable performer.
LGBM: 0 CatBoost: 16 (8/8) XGB: 0 LGBM-LS: 45 (5/8) CatBoost-LS: 28 (6/8) XGB-LS: 0 Win Prob: 16.6% Value Score: 2.32 ★ ML: 10.00 (9/1) Overlay %: 2.03 Fair Odds: 9.86 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Finish Pos | C | D |
| Dirt Speed | F | F |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | D | B |
| Sprint FPS | D | B |
| Route FPS | C | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 286-day layoff with a recent workout. Speed average (91) well above field median (84). Won last 2 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Returning from 286-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 1st — a clean trip today sets up a form reversal. First career start on turf with a strong turf pedigree rating of 106 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 286 days. Consider there will be likely pace pressure in this race - multiple E types entered. Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: 4w1/8;bmpd;edgd;held. First start at KEE — never raced here before (last seen at: CD, KEE).
LGBM: 100 (1/8) CatBoost: 98 (2/8) XGB: 100 (1/8) LGBM-LS: 77 (4/8) CatBoost-LS: 100 (1/8) XGB-LS: 100 (1/8) Win Prob: 60.8% Value Score: 3.08 ★ ML: 3.00 (5/2) Overlay %: -5.59 Fair Odds: 6.07 (11/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | B | A |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | A |
| Mid Pace | D | A |
| Late Pace | A | A |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 153-day layoff with a recent workout. Speed average (93) well above field median (84). Hot trainer - high ITM rate (56%). Equipment change today (code: 1). 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 89 vs field 82). Strong speed 2 back (95), modest dip last out (89) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Career-best figure (107) buried in races 4–10 back — 23 pts above race median and 11 pts above recent form — market has forgotten the peak effort. First career start on turf with a strong turf pedigree rating of 104 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 153 days. Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: In range4-5wd;weakened. First start at KEE — never raced here before (last seen at: DMR, KEE, SAR).
LGBM: 94 (2/8) CatBoost: 100 (1/8) XGB: 26 (6/8) LGBM-LS: 78 (3/8) CatBoost-LS: 99 (2/8) XGB-LS: 81 (3/8) Win Prob: 65.6% Value Score: 2.91 ★ ML: 2.50 (9/5) Overlay %: -9.96 Fair Odds: 6.95 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Sprint FPS | C | A |
| Route FPS | C | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Career-best speed figure (78) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (53%). 3 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Returning from 30-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Switching from dirt to turf today. Poor record at this distance (0 wins from 8 recent starts). Trip note from last race: Vied ins foe;faded 1/4. Consistently breaks behind post position (4 of last 5 starts). Consistently runs wide at the first call (3 of last 5 starts). Has not won in last 10 starts despite career wins. Speed figures are highly erratic over last 5 starts (σ = 8.4 pts: [72, 88, 76, 85, 92]) — unpredictable performer. 0 wins from 6 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 8 (8/8) CatBoost: 0 XGB: 15 (7/8) LGBM-LS: 31 (7/8) CatBoost-LS: 0 XGB-LS: 1 (8/8) Win Prob: 22.2% Value Score: 4.5 ★ ML: 15.00 (14/1) Overlay %: 4.82 Fair Odds: 9.26 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | F | B |
| Mid Pace | F | A |
| Late Pace | B | A |
| Finish Pos | F | F |
| Dirt Speed | D | B |
| Turf Speed | B | A |
| Distance Speed | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | F | B |
| Mid Pace | F | A |
| Late Pace | F | C |
| Sprint FPS | C | B |
| Route FPS | B | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | B |
| Mid Pace | F | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Fourth race back from a 60-day layoff — often the peak fitness race. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'L', 'S']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Unproven on turf surface (2 starts). Switching from dirt to turf today. Tends to fade in the stretch at similar distances (5 of 7 starts). Trip note from last race: In hand ins;cleard3/16. Last race was career-best speed (88) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: TP, OP).
LGBM: 18 (7/8) CatBoost: 18 (7/8) XGB: 56 (2/8) LGBM-LS: 0 CatBoost-LS: 1 (8/8) XGB-LS: 84 (2/8) Win Prob: 13.5% Value Score: 3.6 ★ ML: 20.00 (20/1) Overlay %: 6.18 Fair Odds: 9.06 (8/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | D | B |
| Finish Pos | B | C |
| Dirt Speed | C | B |
| Turf Speed | C | A |
| Distance Speed | C | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | B |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Big last-race effort (92) — 12 pts above recent average. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Speed improved +8 pts then +5 pts in last 2 starts (79 → 87 → 92) — trainer is progressively building fitness. Trainer 'SCHULTZ LINDSAY' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T', 'V']) yet still finished 2nd — a clean trip today sets up a form reversal. Averages 85.2 speed pts in today's distance/surface configuration vs 79.5 in other configs (5 qualifying starts) — returning to ideal setup.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Vie 2w-4p;led 5p;bestd. Last race was career-best speed (92) — bounce risk after peak effort. Two consecutive 5+ pt speed jumps (79 → 87 → 92) and last race speed is well above career average (83) — high bounce risk after back-to-back peak efforts.
LGBM: 84 (3/8) CatBoost: 63 (3/8) XGB: 33 (4/8) LGBM-LS: 100 (1/8) CatBoost-LS: 47 (4/8) XGB-LS: 38 (4/8) Win Prob: 51.7% Value Score: 5.9 ★ ML: 8.00 (7/1) Overlay %: 2.53 Fair Odds: 7.85 (7/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | D | A |
| Late Pace | D | A |
| Finish Pos | C | D |
| Dirt Speed | C | B |
| Turf Speed | B | A |
| Distance Speed | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | A | A |
| Route FPS | D | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | D | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 89-day layoff with a recent workout. Significantly better on off tracks (off: 81 vs fast: 73). Career-best speed figure (73) recorded in last 1-2 starts — peaking form. Equipment change today (code: 1). 4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (87), modest dip last out (79) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTT WILLIAM I' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Averages 84.8 speed pts in today's distance/surface configuration vs 77.0 in other configs (5 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 89 days. Trip note from last race: 2-3p turn; no response. 0 wins from post 8 in 3 recent starts. Was the betting favorite in the last race but finished off the board. First start at KEE — never raced here before (last seen at: GP, BAQ, KD).
LGBM: 59 (4/8) CatBoost: 48 (5/8) XGB: 36 (3/8) LGBM-LS: 95 (2/8) CatBoost-LS: 48 (3/8) XGB-LS: 11 (6/8) Win Prob: 46.2% Value Score: 2.93 ★ ML: 4.00 (7/2) Overlay %: -4.69 Fair Odds: 8.02 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | D | A |
| Mid Pace | C | A |
| Late Pace | C | A |
| Finish Pos | D | D |
| Dirt Speed | D | C |
| Turf Speed | C | A |
| Distance Speed | C | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | D | B |
| Mid Pace | C | A |
| Late Pace | C | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | D | A |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 195-day layoff with a recent workout. Speed average (89) well above field median (84). Hot trainer - high ITM rate (50%). 4 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 86 vs field 82). Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1210 yds) within the last 10 starts — proven ability at this trip. First career start on turf with a strong turf pedigree rating of 112 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 195 days. Consider there will be likely pace pressure in this race - multiple E types entered. Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: Tracked btwn;empty. First start at KEE — never raced here before (last seen at: PRX, MTH, TAM).
LGBM: 46 (6/8) CatBoost: 58 (4/8) XGB: 13 (8/8) LGBM-LS: 34 (6/8) CatBoost-LS: 23 (7/8) XGB-LS: 29 (5/8) Win Prob: 37.2% Value Score: 3.3 ★ ML: 6.00 (11/2) Overlay %: -0.47 Fair Odds: 8.26 (7/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | D | A |
| Late Pace | A | A |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | D | D |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | D | A |
| Mid Pace | D | A |
| Late Pace | B | A |
| Sprint FPS | B | A |
| Route FPS | B | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | D | A |
| Late Pace | C | C |
✓ Positives:4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (7, 7 days) — disciplined training regimen.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 0 Win Prob: 3.5% Value Score: 1.79 ★ ML: 30.00 (30/1) Overlay %: 4.28 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | F |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Only early-speed horse in the race - uncontested lead possible. Speed average (81) well above field median (74). Late pace significantly above field median (LP: 82 vs field 76). Consistent workout spacing (7, 6 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First time at today's distance. Today's distance is longer than any previous start. Unproven on dirt surface (1 start). Trip note from last race: 4wd; one-paced.
LGBM: 79 (6/15) CatBoost: 81 (4/15) XGB: 85 (3/15) LGBM-LS: 100 (1/15) CatBoost-LS: 82 (3/15) XGB-LS: 100 (1/15) Win Prob: 22.4% Value Score: 5.88 ★ ML: 15.00 (14/1) Overlay %: 2.44 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | C | F |
| Late Pace | A | A |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | C | F |
| Late Pace | A | A |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (59%). Hot jockey — high ITM rate (59%). 3 workouts in last 30 days — horse appears sharp and fit. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 74 (7/15) CatBoost: 64 (8/15) XGB: 60 (7/15) LGBM-LS: 22 (12/15) CatBoost-LS: 55 (8/15) XGB-LS: 45 (10/15) Win Prob: 31.3% Value Score: 3.59 ★ ML: 6.00 (11/2) Overlay %: -2.47 Fair Odds: 15.00 (14/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 45 (10/15) CatBoost: 49 (11/15) XGB: 46 (12/15) LGBM-LS: 38 (5/15) CatBoost-LS: 42 (10/15) XGB-LS: 46 (7/15) Win Prob: 21.3% Value Score: 3.84 ★ ML: 10.00 (9/1) Overlay %: 0.70 Fair Odds: 15.00 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (56%). 4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (9, 6 days) — disciplined training regimen.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface.
LGBM: 94 (3/15) CatBoost: 74 (6/15) XGB: 65 (6/15) LGBM-LS: 29 (8/15) CatBoost-LS: 64 (6/15) XGB-LS: 47 (6/15) Win Prob: 37% Value Score: 3.64 ★ ML: 5.00 (9/2) Overlay %: -3.92 Fair Odds: 15.00 (14/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Has a bullet work (fastest at track that day) — sharp conditioning signal. Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U', 'V']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Speed average (67) well below field median (74). Limited experience at today's distance (1 start). Unproven on dirt surface (2 starts). Trip note from last race: Step slow st;2p;mvd up. Consistently breaks behind post position (3 of last 5 starts). Consistently runs wide at the first call (3 of last 5 starts).
LGBM: 25 (14/15) CatBoost: 45 (12/15) XGB: 49 (9/15) LGBM-LS: 3 (15/15) CatBoost-LS: 37 (12/15) XGB-LS: 42 (11/15) Win Prob: 9.8% Value Score: 3.37 ★ ML: 20.00 (20/1) Overlay %: 3.34 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | A | B |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | A | B |
| Distance Speed | C | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | B |
| Mid Pace | A | C |
| Late Pace | A | B |
| Sprint FPS | A | D |
| Route FPS | A | D |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | A | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | C |
| Early Pace | A | B |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (6, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Post 7 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 35 (13/15) CatBoost: 37 (14/15) XGB: 44 (14/15) LGBM-LS: 25 (10/15) CatBoost-LS: 32 (14/15) XGB-LS: 45 (9/15) Win Prob: 13.2% Value Score: 2.81 ★ ML: 12.00 (11/1) Overlay %: 1.56 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot jockey — high ITM rate (53%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (6, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate. Trainer 'DEVAUX CHERIE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (8) in a large field of 16 horses. Post 8 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 87 (4/15) CatBoost: 78 (5/15) XGB: 66 (5/15) LGBM-LS: 34 (7/15) CatBoost-LS: 66 (5/15) XGB-LS: 47 (5/15) Win Prob: 41.3% Value Score: 3.73 ★ ML: 4.50 (7/2) Overlay %: -4.84 Fair Odds: 15.00 (14/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot jockey — high ITM rate (48%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (9, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (9) in a large field of 16 horses. Post 9 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 95 (2/15) CatBoost: 81 (3/15) XGB: 69 (4/15) LGBM-LS: 37 (6/15) CatBoost-LS: 72 (4/15) XGB-LS: 46 (8/15) Win Prob: 46.7% Value Score: 3.83 ★ ML: 4.00 (7/2) Overlay %: -5.95 Fair Odds: 15.00 (14/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Equipment change today (code: 1). Hot jockey — high ITM rate (54%). Had documented trouble last race (codes: ['D', 'O', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Limited experience at today's distance (2 starts). Unproven on dirt surface (2 starts). Trip note from last race: 4p;outkickd 1/4;ran on. Outside post (10) in a large field of 16 horses. No workout in last 30 days despite 29 days since last race. Post 10 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path. First start at KEE — never raced here before (last seen at: TP, CD).
LGBM: 82 (5/15) CatBoost: 100 (1/15) XGB: 100 (1/15) LGBM-LS: 92 (3/15) CatBoost-LS: 100 (1/15) XGB-LS: 72 (3/15) Win Prob: 35.7% Value Score: 5.27 ★ ML: 8.00 (7/1) Overlay %: -0.53 Fair Odds: 15.00 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | C |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | A | B |
| Distance Speed | C | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | C |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (53%). 4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (6, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (11) in a large field of 16 horses. Post 11 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 42 (11/15) CatBoost: 42 (13/15) XGB: 45 (13/15) LGBM-LS: 23 (11/15) CatBoost-LS: 36 (13/15) XGB-LS: 70 (4/15) Win Prob: 21.1% Value Score: 4.49 ★ ML: 12.00 (11/1) Overlay %: 1.56 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 282-day layoff with a recent workout. Hot trainer - high ITM rate (50%). Career-best speed figure (79) recorded in last 1-2 starts — peaking form. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (6, 7 days) — disciplined training regimen. Returning from 282-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['B', 'D', 'L', 'U', 'V']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 282 days. First time at today's distance. Today's distance is longer than any previous start. Unproven on dirt surface (1 start). Trip note from last race: 4-5p;bumped1/8;evenly. Outside post (12) in a large field of 16 horses. Post 12 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 100 (1/15) CatBoost: 92 (2/15) XGB: 90 (2/15) LGBM-LS: 99 (2/15) CatBoost-LS: 83 (2/15) XGB-LS: 94 (2/15) Win Prob: 24.6% Value Score: 4.44 ★ ML: 10.00 (9/1) Overlay %: 0.70 Fair Odds: 15.00 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | C | F |
| Late Pace | A | B |
| Finish Pos | C | A |
| Dirt Speed | A | B |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | C | F |
| Late Pace | A | B |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Has a bullet work (fastest at track that day) — sharp conditioning signal.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (13) in a large field of 16 horses. Post 13 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 16 (15/15) CatBoost: 22 (15/15) XGB: 30 (15/15) LGBM-LS: 28 (9/15) CatBoost-LS: 14 (15/15) XGB-LS: 20 (13/15) Win Prob: 13.5% Value Score: 4.65 ★ ML: 20.00 (20/1) Overlay %: 3.34 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot jockey — high ITM rate (54%). 4 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (7, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (14) in a large field of 16 horses. Post 14 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 73 (8/15) CatBoost: 66 (7/15) XGB: 57 (8/15) LGBM-LS: 50 (4/15) CatBoost-LS: 57 (7/15) XGB-LS: 16 (14/15) Win Prob: 36.1% Value Score: 4.14 ★ ML: 6.00 (11/2) Overlay %: -2.47 Fair Odds: 15.00 (14/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (49%). One gate workout in recent training — sharpness signal from the gate.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on dirt surface. Outside post (15) in a large field of 16 horses. Post 15 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 42 (12/15) CatBoost: 50 (10/15) XGB: 47 (10/15) LGBM-LS: 16 (14/15) CatBoost-LS: 38 (11/15) XGB-LS: 36 (12/15) Win Prob: 23.2% Value Score: 4.18 ★ ML: 10.00 (9/1) Overlay %: 0.70 Fair Odds: 15.00 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Finish Pos | C | A |
| Dirt Speed | C | F |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | D | F |
| Mid Pace | C | F |
| Late Pace | D | F |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | C | F |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 337-day layoff with a recent workout. Career-best speed figure (64) recorded in last 1-2 starts — peaking form. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 7 days) — disciplined training regimen. Returning from 337-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 337 days. Speed average (64) well below field median (74). First time at today's distance. Today's distance is longer than any previous start. Unproven on dirt surface (2 starts). Trip note from last race: Inside; outrun. Outside post (16) in a large field of 16 horses. Post 16 in a 16-horse dirt sprint — wide draw forces extra ground and a difficult first-turn path.
LGBM: 62 (9/15) CatBoost: 54 (9/15) XGB: 47 (11/15) LGBM-LS: 20 (13/15) CatBoost-LS: 52 (9/15) XGB-LS: 12 (15/15) Win Prob: 9.6% Value Score: 2.05 ★ ML: 12.00 (11/1) Overlay %: 1.56 Fair Odds: 15.00 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | D |
| Early Pace | B | C |
| Mid Pace | C | F |
| Late Pace | A | C |
| Finish Pos | C | A |
| Dirt Speed | A | D |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | D |
| Early Pace | B | C |
| Mid Pace | C | F |
| Late Pace | A | C |
| Sprint FPS | C | F |
| Route FPS | C | F |
| Trainer Effectiveness | D | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | C |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 154-day layoff with a recent workout. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 8 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Returning from 154-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Averages 90.3 speed pts in today's distance/surface configuration vs 83.5 in other configs (3 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 154 days. Consider there will be likely pace pressure in this race - multiple E types entered. Moving from a route to a sprint today. Trip note from last race: Off inside; no factor. First start at KEE — never raced here before (last seen at: DMR, CD, ELP).
LGBM: 67 (5/6) CatBoost: 74 (4/6) XGB: 84 (3/6) LGBM-LS: 21 (6/6) CatBoost-LS: 53 (5/6) XGB-LS: 75 (4/6) Win Prob: 32.2% Value Score: 2.87 ★ ML: 6.00 (11/2) Overlay %: 3.67 Fair Odds: 5.72 (11/2) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | C | B |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | B |
| Mid Pace | D | A |
| Late Pace | B | A |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 42-day layoff with a recent workout. Speed average (95) well above field median (84). Career-best speed figure (97) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (53%). Won last 2 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 94 vs field 84). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'O', 'S', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 42 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on dirt surface (2 starts). Trip note from last race: Pace; opened; on task.
LGBM: 83 (2/6) CatBoost: 100 (1/6) XGB: 84 (2/6) LGBM-LS: 71 (5/6) CatBoost-LS: 100 (1/6) XGB-LS: 96 (2/6) Win Prob: 63.7% Value Score: 2.44 ★ ML: 2.00 (9/5) Overlay %: -8.88 Fair Odds: 4.78 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | A | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 48-day layoff with a recent workout. Speed average (90) well above field median (84). Hot trainer - high ITM rate (46%). Big last-race effort (96) — 8 pts above recent average. In the money in last 5 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 89 vs field 84). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Returning from 48-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Trainer 'MAKER MICHAEL J' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 48 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: 2path;eased up late. Last race was career-best speed (96) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: AQU, RP, FL).
LGBM: 100 (1/6) CatBoost: 98 (2/6) XGB: 100 (1/6) LGBM-LS: 78 (3/6) CatBoost-LS: 88 (2/6) XGB-LS: 100 (1/6) Win Prob: 65.2% Value Score: 3.32 ★ ML: 3.00 (5/2) Overlay %: -2.06 Fair Odds: 4.69 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | C | A |
| Route FPS | C | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | F | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 48-day layoff with a recent workout. Career-best speed figure (94) recorded in last 1-2 starts — peaking form. Big last-race effort (93) — 11 pts above recent average. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'F', 'O', 'S']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 48 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Showed speed;drew off. Speed figures are highly erratic over last 5 starts (σ = 10.6 pts: [93, 94, 68, 83, 80]) — unpredictable performer.
LGBM: 79 (4/6) CatBoost: 76 (3/6) XGB: 69 (4/6) LGBM-LS: 83 (2/6) CatBoost-LS: 83 (3/6) XGB-LS: 72 (5/6) Win Prob: 64.4% Value Score: 3.69 ★ ML: 3.50 (5/2) Overlay %: -2.53 Fair Odds: 5.70 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | C | A |
| Finish Pos | D | B |
| Dirt Speed | B | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | C | A |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | D | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 31-day layoff with a recent workout. Hot trainer - high ITM rate (46%). Has a bullet work (fastest at track that day) — sharp conditioning signal. Closer/presser in a race with pace pressure — ideal race setup for late runners. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Returning from 31-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 31 days. Speed average (76) well below field median (84). Moving from a route to a sprint today. Trip note from last race: Stalked 3w; dug in 2d. First start at KEE — never raced here before (last seen at: PRX, AQU).
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 0 Win Prob: 7.8% Value Score: 3.07 ★ ML: 30.00 (30/1) Overlay %: 6.06 Fair Odds: 10.63 (10/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | D | A |
| Mid Pace | D | A |
| Late Pace | F | C |
| Finish Pos | F | C |
| Dirt Speed | F | B |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | A |
| Early Pace | C | A |
| Mid Pace | D | A |
| Late Pace | F | C |
| Sprint FPS | F | B |
| Route FPS | F | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | D | A |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 48-day layoff with a recent workout. Equipment change today (code: 1). Hot jockey — high ITM rate (59%). 3 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:Has not raced in 48 days. Limited experience at today's distance (2 starts). Moving from a route to a sprint today. Trip note from last race: Inside;weakened lane. Last race was career-best speed (88) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: FG).
LGBM: 63 (6/6) CatBoost: 57 (6/6) XGB: 26 (6/6) LGBM-LS: 100 (1/6) CatBoost-LS: 47 (6/6) XGB-LS: 40 (6/6) Win Prob: 31.6% Value Score: 3.62 ★ ML: 8.00 (7/1) Overlay %: 3.28 Fair Odds: 7.33 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | C | A |
| Late Pace | D | C |
| Finish Pos | C | B |
| Dirt Speed | D | A |
| Turf Speed | A | B |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | D | A |
| Route FPS | C | A |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 46-day layoff with a recent workout. Big last-race effort (89) — 9 pts above recent average. Hot jockey — high ITM rate (54%). 3 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (8, 7 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 46 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Bid3p1/4;led1/8;clear. Last race was career-best speed (89) — bounce risk after peak effort.
LGBM: 82 (3/6) CatBoost: 69 (5/6) XGB: 63 (5/6) LGBM-LS: 71 (4/6) CatBoost-LS: 67 (4/6) XGB-LS: 87 (3/6) Win Prob: 60.6% Value Score: 4.25 ★ ML: 4.50 (7/2) Overlay %: 0.45 Fair Odds: 5.79 (11/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | F | A |
| Mid Pace | F | A |
| Late Pace | C | A |
| Finish Pos | B | A |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | B | A |
| Sprint FPS | C | A |
| Route FPS | B | A |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | B |
| Mid Pace | D | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Late pace significantly above field median (LP: 88 vs field 81). Fourth race back from a 321-day layoff — often the peak fitness race. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTION H GRAHAM' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Last race E1 pace (89.0) was 14.5 pts above personal avg (74.5) and horse still finished 7th — pace collapse victim; expect bounce if today's fractions are softer.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (1 start). Trip note from last race: Saved ground;weakened. First start at KEE — never raced here before (last seen at: GP, STC).
LGBM: 86 (3/15) CatBoost: 100 (1/15) XGB: 86 (2/15) LGBM-LS: 100 (1/15) CatBoost-LS: 100 (1/15) XGB-LS: 91 (3/15) Win Prob: 86.7% Value Score: 4.64 ★ ML: 1.80 (9/5) Overlay %: -10.18 Fair Odds: 10.77 (10/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | D | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 124-day layoff with a recent workout. Career-best speed figure (63) recorded in last 1-2 starts — peaking form. 4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (84), modest dip last out (76) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (9, 7 days) — disciplined training regimen. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Career-best figure (91) buried in races 4–10 back — 9 pts above race median and 7 pts above recent form — market has forgotten the peak effort. Had documented trouble last race (codes: ['L', 'O', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal. Averages 81.0 speed pts in today's distance/surface configuration vs 72.8 in other configs (6 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 124 days. Poor record at this track (0 wins from 5 starts). Trip note from last race: Tght erly;2w-ins;ranon. Consistently runs wide at the first call (3 of last 5 starts). Has not won in last 10 starts despite career wins.
LGBM: 22 (13/15) CatBoost: 22 (13/15) XGB: 43 (8/15) LGBM-LS: 96 (2/15) CatBoost-LS: 20 (14/15) XGB-LS: 65 (9/15) Win Prob: 24.7% Value Score: 7.55 ★ ML: 15.00 (14/1) Overlay %: 2.52 Fair Odds: 16.28 (15/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | D | B |
| Finish Pos | F | F |
| Dirt Speed | C | D |
| Turf Speed | B | A |
| Distance Speed | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | D | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | D | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 36-day layoff with a recent workout. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (7, 8 days) — disciplined training regimen. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Returning from 36-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 36 days. Finish positions worsening over last 4 starts. Switching from dirt to turf today. Trip note from last race: 2wd btwn; gave way 2nd. Speed figures are highly erratic over last 5 starts (σ = 8.1 pts: [75, 92, 90, 77, 77]) — unpredictable performer. 0 wins from 7 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 12 (15/15) CatBoost: 25 (12/15) XGB: 31 (12/15) LGBM-LS: 21 (15/15) CatBoost-LS: 28 (13/15) XGB-LS: 0 Win Prob: 3.1% Value Score: 1.85 ★ ML: 30.00 (30/1) Overlay %: 3.45 Fair Odds: 18.47 (16/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | C | A |
| Finish Pos | F | F |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 55-day layoff with a recent workout. Hot jockey — high ITM rate (52%).
⚠ Concerns:Has not raced in 55 days. Consider there will be likely pace pressure in this race - multiple E types entered. Poor record at this distance (0 wins from 4 recent starts). Tends to fade in the stretch at similar distances (3 of 4 starts). Trip note from last race: Rail; one-paced.
LGBM: 100 (1/7) CatBoost: 96 (2/7) XGB: 100 (1/7) LGBM-LS: 96 (2/7) CatBoost-LS: 100 (1/7) XGB-LS: 53 (4/7) Win Prob: 68.8% Value Score: 3.55 ★ ML: 3.00 (5/2) Overlay %: -6.86 Fair Odds: 7.00 (6/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | C |
| Early Pace | B | A |
| Mid Pace | D | F |
| Late Pace | A | C |
| Finish Pos | C | A |
| Dirt Speed | D | F |
| Turf Speed | A | B |
| Distance Speed | A | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | A |
| Mid Pace | D | F |
| Late Pace | A | B |
| Sprint FPS | D | F |
| Route FPS | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | C |
| Early Pace | A | A |
| Mid Pace | C | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Big last-race effort (92) — 8 pts above recent average. Early pace significantly above field median (E1: 85 vs field 79). Closer/presser in a race with pace pressure — ideal race setup for late runners. Fourth race back from a 54-day layoff — often the peak fitness race. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Trainer 'MOTT WILLIAM I' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Averages 83.4 speed pts in today's distance/surface configuration vs 69.0 in other configs (7 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 34 days. Trip note from last race: Rail;angled; belatedly. Consistently breaks behind post position (3 of last 5 starts). Consistently runs wide at the first call (3 of last 5 starts). Last race was career-best speed (92) — bounce risk after peak effort.
LGBM: 68 (6/15) CatBoost: 49 (9/15) XGB: 57 (4/15) LGBM-LS: 78 (5/15) CatBoost-LS: 55 (9/15) XGB-LS: 88 (4/15) Win Prob: 20% Value Score: 4.97 ★ ML: 12.00 (11/1) Overlay %: 2.65 Fair Odds: 14.00 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | F | B |
| Finish Pos | D | D |
| Dirt Speed | C | D |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | C |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | B | C |
| Route FPS | A | B |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Speed average (87) well above field median (82). Hot trainer - high ITM rate (46%). Hot jockey — high ITM rate (54%). In the money in last 3 consecutive starts. Early pace significantly above field median (E1: 85 vs field 79). Closer/presser in a race with pace pressure — ideal race setup for late runners. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Outstanding wet-track record: 2W from 4 starts (50%) — thrives when the going is off. Had documented trouble last race (codes: ['D', 'L']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Switching from dirt to turf today. Trip note from last race: 4p;rallied;lead5p3/16. First start at KEE — never raced here before (last seen at: AQU).
LGBM: 69 (4/15) CatBoost: 75 (4/15) XGB: 50 (6/15) LGBM-LS: 58 (8/15) CatBoost-LS: 65 (5/15) XGB-LS: 79 (6/15) Win Prob: 21.4% Value Score: 3.67 ★ ML: 8.00 (7/1) Overlay %: 1.02 Fair Odds: 13.64 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | B |
| Dirt Speed | A | A |
| Turf Speed | F | B |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | C | A |
| Sprint FPS | A | B |
| Route FPS | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 131-day layoff with a recent workout. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (9, 7 days) — disciplined training regimen. Returning from 131-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 131 days. Consider there will be likely pace pressure in this race - multiple E types entered. Poor record at this distance (0 wins from 7 recent starts). Trip note from last race: Saved ground; chased. 0 wins from post 6 in 3 recent starts. Has not won in last 9 starts despite career wins. 0 wins from 8 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 27 (12/15) CatBoost: 19 (15/15) XGB: 22 (15/15) LGBM-LS: 22 (14/15) CatBoost-LS: 20 (15/15) XGB-LS: 60 (12/15) Win Prob: 15.8% Value Score: 4.84 ★ ML: 15.00 (14/1) Overlay %: 2.40 Fair Odds: 16.64 (16/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | B | C |
| Mid Pace | B | B |
| Late Pace | D | A |
| Finish Pos | D | D |
| Dirt Speed | A | B |
| Turf Speed | C | A |
| Distance Speed | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | D | D |
| Mid Pace | B | B |
| Late Pace | D | B |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 141-day layoff with a recent workout. Hot trainer - high ITM rate (47%). Career-best speed figure (79) recorded in last 1-2 starts — peaking form. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (87), modest dip last out (82) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Returning from 141-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. Averages 81.4 speed pts in today's distance/surface configuration vs 74.2 in other configs (5 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 141 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: 4w upper; edged clear.
LGBM: 41 (10/15) CatBoost: 48 (10/15) XGB: 48 (7/15) LGBM-LS: 49 (9/15) CatBoost-LS: 47 (10/15) XGB-LS: 83 (5/15) Win Prob: 23.7% Value Score: 4.08 ★ ML: 8.00 (7/1) Overlay %: -0.04 Fair Odds: 16.33 (15/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | C | A |
| Finish Pos | C | C |
| Dirt Speed | B | B |
| Turf Speed | C | A |
| Distance Speed | B | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | D | D |
| Mid Pace | D | C |
| Late Pace | B | A |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 78-day layoff with a recent workout. Hot trainer - high ITM rate (45%). Hot jockey — high ITM rate (59%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 85 vs field 79). Late pace significantly above field median (LP: 84 vs field 81). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (7, 8 days) — disciplined training regimen. Returning from 78-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. Career-best figure (92) buried in races 4–10 back — 10 pts above race median and 6 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:Has not raced in 78 days. Switching from dirt to turf today. Poor record at this distance (0 wins from 8 recent starts). Trip note from last race: Track 4p;5p3/16;faded. Outside post (8) in a large field of 16 horses. Was the betting favorite in the last race but finished off the board. 0 wins from 7 starts on turf in last 10 — repeated failure on today's surface.
LGBM: 63 (7/15) CatBoost: 65 (6/15) XGB: 51 (5/15) LGBM-LS: 60 (7/15) CatBoost-LS: 58 (7/15) XGB-LS: 64 (10/15) Win Prob: 44% Value Score: 5.89 ★ ML: 6.00 (11/2) Overlay %: -1.13 Fair Odds: 14.78 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | B | A |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | B | C |
| Mid Pace | B | B |
| Late Pace | D | B |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 44-day layoff with a recent workout. Hot trainer - high ITM rate (45%). Big last-race effort (93) — 10 pts above recent average. Hot jockey — high ITM rate (48%). In the money in last 5 consecutive starts. 4 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 87 vs field 79). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 44 days. Consider there will be likely pace pressure in this race - multiple E types entered. Unproven on turf surface (1 start). Switching from dirt to turf today. Trip note from last race: 3-4w;bid5/16;clrd;held. Outside post (9) in a large field of 16 horses.
LGBM: 95 (2/15) CatBoost: 82 (3/15) XGB: 100 (1/15) LGBM-LS: 96 (3/15) CatBoost-LS: 76 (3/15) XGB-LS: 94 (2/15) Win Prob: 68.8% Value Score: 6.58 ★ ML: 4.00 (7/2) Overlay %: -2.33 Fair Odds: 11.31 (10/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Finish Pos | A | A |
| Dirt Speed | D | F |
| Turf Speed | F | B |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | B | C |
| Route FPS | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 54-day layoff with a recent workout. 3 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTT WILLIAM I' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:Has not raced in 54 days. Speed average (71) well below field median (82). Trip note from last race: Std'd 1s;2-3w;btwn trn. Outside post (10) in a large field of 16 horses. Last race was career-best speed (80) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: TAM, AQU).
LGBM: 13 (14/15) CatBoost: 22 (14/15) XGB: 27 (14/15) LGBM-LS: 41 (11/15) CatBoost-LS: 30 (12/15) XGB-LS: 58 (13/15) Win Prob: 28.7% Value Score: 8.78 ★ ML: 15.00 (14/1) Overlay %: 1.89 Fair Odds: 18.37 (16/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | C |
| Early Pace | C | C |
| Mid Pace | D | C |
| Late Pace | F | B |
| Finish Pos | C | D |
| Dirt Speed | B | B |
| Turf Speed | D | A |
| Distance Speed | D | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | C | A |
| Sprint FPS | D | D |
| Route FPS | C | C |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 33-day layoff with a recent workout. Equipment change today (code: 2). Has a bullet work (fastest at track that day) — sharp conditioning signal. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Returning from 33-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Carries 7 lbs less than field median (111 lbs vs median 118 lbs). Career-best figure (92) buried in races 4–10 back — 10 pts above race median and 17 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:Has not raced in 33 days. Consider there will be likely pace pressure in this race - multiple E types entered. Unproven on turf surface (2 starts). Trip note from last race: Sttld bk;mild gain. Outside post (11) in a large field of 16 horses. First start at KEE — never raced here before (last seen at: HOU, GP).
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 2 (15/15) Win Prob: 5.5% Value Score: 5.4 ★ ML: 50.00 (50/1) Overlay %: 3.66 Fair Odds: 20.35 (20/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | A |
| Finish Pos | F | F |
| Dirt Speed | A | A |
| Turf Speed | F | B |
| Distance Speed | D | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | F | C |
| Sprint FPS | A | B |
| Route FPS | B | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot trainer - high ITM rate (50%). Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 86 vs field 81). Fourth race back from a 58-day layoff — often the peak fitness race. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Speed improved +6 pts then +6 pts in last 2 starts (77 → 83 → 89) — trainer is progressively building fitness. Career-best figure (99) buried in races 4–10 back — 17 pts above race median and 10 pts above recent form — market has forgotten the peak effort. Had documented trouble last race (codes: ['B', 'D', 'L', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Unproven on turf surface (2 starts). Switching from dirt to turf today. Trip note from last race: Bid4-3p;repel;duel plc. Outside post (12) in a large field of 16 horses.
LGBM: 33 (11/15) CatBoost: 34 (11/15) XGB: 30 (13/15) LGBM-LS: 32 (13/15) CatBoost-LS: 38 (11/15) XGB-LS: 73 (7/15) Win Prob: 13.9% Value Score: 5.57 ★ ML: 20.00 (20/1) Overlay %: 2.79 Fair Odds: 17.93 (16/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | D | C |
| Mid Pace | C | B |
| Late Pace | A | A |
| Finish Pos | C | D |
| Dirt Speed | A | A |
| Turf Speed | A | A |
| Distance Speed | D | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | B | A |
| Sprint FPS | A | C |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 286-day layoff with a recent workout. In the money in last 5 consecutive starts. Has a bullet work (fastest at track that day) — sharp conditioning signal. Returning from 286-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 286 days. Poor record at this distance (0 wins from 4 recent starts). Trip note from last race: Insd;angle 7w;btw late. Outside post (13) in a large field of 16 horses. First start at KEE — never raced here before (last seen at: WO, BAQ).
LGBM: 47 (9/15) CatBoost: 56 (8/15) XGB: 34 (11/15) LGBM-LS: 36 (12/15) CatBoost-LS: 58 (8/15) XGB-LS: 62 (11/15) Win Prob: 23.9% Value Score: 4.12 ★ ML: 8.00 (7/1) Overlay %: 0.02 Fair Odds: 16.15 (15/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | B | A |
| Finish Pos | A | B |
| Dirt Speed | D | F |
| Turf Speed | D | A |
| Distance Speed | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | D |
| Mid Pace | D | C |
| Late Pace | A | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | F | D |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 181-day layoff with a recent workout. Career-best speed figure (62) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (53%). 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 90 vs field 81). Closer/presser in a race with pace pressure — ideal race setup for late runners. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo. Trainer 'DEVAUX CHERIE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:Has not raced in 181 days. Trip note from last race: 5-3p1st;5p upr;no thrt. Consistently breaks behind post position (3 of last 5 starts). Outside post (14) in a large field of 16 horses.
LGBM: 68 (5/15) CatBoost: 71 (5/15) XGB: 39 (9/15) LGBM-LS: 67 (6/15) CatBoost-LS: 62 (6/15) XGB-LS: 100 (1/15) Win Prob: 47.7% Value Score: 5.02 ★ ML: 4.50 (7/2) Overlay %: -2.99 Fair Odds: 14.35 (13/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | D | C |
| Mid Pace | F | C |
| Late Pace | A | A |
| Finish Pos | B | C |
| Dirt Speed | C | D |
| Turf Speed | D | A |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | A | A |
| Sprint FPS | C | D |
| Route FPS | D | D |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | D | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Speed average (88) well above field median (82). Hot trainer - high ITM rate (47%). Career-best speed figure (78) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (59%). Early pace significantly above field median (E1: 87 vs field 79). Strong speed 2 back (99), modest dip last out (90) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip. Averages 91.5 speed pts in today's distance/surface configuration vs 81.5 in other configs (6 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Fast pace ins;weakened. Outside post (15) in a large field of 16 horses. Was the betting favorite in the last race but finished off the board. First start at KEE — never raced here before (last seen at: GP, AQU, BAQ).
LGBM: 100 (1/15) CatBoost: 87 (2/15) XGB: 66 (3/15) LGBM-LS: 91 (4/15) CatBoost-LS: 89 (2/15) XGB-LS: 69 (8/15) Win Prob: 83.9% Value Score: 7.22 ★ ML: 3.50 (5/2) Overlay %: -4.11 Fair Odds: 12.31 (11/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | C | C |
| Dirt Speed | B | B |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | B | C |
| Route FPS | B | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 92-day layoff with a recent workout. Early pace significantly above field median (E1: 89 vs field 79). Has won at today's distance (1980 yds) within the last 10 starts — proven ability at this trip.
⚠ Concerns:Has not raced in 92 days. Consider there will be likely pace pressure in this race - multiple E types entered. Switching from dirt to turf today. Tends to fade in the stretch at similar distances (5 of 7 starts). Trip note from last race: Stalk 2wbtw;faded 5/16. Outside post (16) in a large field of 16 horses.
LGBM: 48 (8/15) CatBoost: 57 (7/15) XGB: 36 (10/15) LGBM-LS: 46 (10/15) CatBoost-LS: 67 (4/15) XGB-LS: 52 (14/15) Win Prob: 20.9% Value Score: 3.6 ★ ML: 8.00 (7/1) Overlay %: 0.39 Fair Odds: 15.13 (14/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Finish Pos | D | D |
| Dirt Speed | D | F |
| Turf Speed | C | A |
| Distance Speed | D | F |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Sprint FPS | A | B |
| Route FPS | B | C |
| Trainer Effectiveness | F | F |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 42-day layoff with a recent workout. Career-best speed figure (81) recorded in last 1-2 starts — peaking form. One gate workout in recent training — sharpness signal from the gate. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo.
⚠ Concerns:Has not raced in 42 days. Consider there will be likely pace pressure in this race - multiple E types entered. Speed average (74) well below field median (82). Moving from a route to a sprint today. Trip note from last race: Saved ground; no avail. Speed figures are highly erratic over last 5 starts (σ = 10.4 pts: [61, 85, 84, 70, 81]) — unpredictable performer.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 0 Win Prob: 8.4% Value Score: 3.24 ★ ML: 30.00 (30/1) Overlay %: 6.86 Fair Odds: 9.57 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | D | B |
| Mid Pace | F | B |
| Late Pace | C | B |
| Finish Pos | F | D |
| Dirt Speed | F | B |
| Turf Speed | C | D |
| Distance Speed | C | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | C | A |
| Sprint FPS | D | C |
| Route FPS | D | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | C | A |
| Mid Pace | F | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Speed average (88) well above field median (82). Career-best speed figure (89) recorded in last 1-2 starts — peaking form. Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 94 vs field 88). Late pace significantly above field median (LP: 86 vs field 79). Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'L', 'U', 'V']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on dirt surface (2 starts). Trip note from last race: Vied; dueled; yld1/8.
LGBM: 76 (3/6) CatBoost: 67 (3/6) XGB: 56 (3/6) LGBM-LS: 23 (5/6) CatBoost-LS: 85 (2/6) XGB-LS: 99 (2/6) Win Prob: 53.9% Value Score: 2.68 ★ ML: 3.00 (5/2) Overlay %: -3.70 Fair Odds: 5.08 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 33-day layoff with a recent workout. Hot trainer - high ITM rate (58%). Career-best speed figure (87) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (59%). In the money in last 4 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 88 vs field 79). Closer/presser in a race with pace pressure — ideal race setup for late runners. Fourth race back from a 56-day layoff — often the peak fitness race. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. Had documented trouble last race (codes: ['D', 'L', 'O', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 33 days. Moving from a route to a sprint today. Trip note from last race: Idled rail;outkickd2nd.
LGBM: 100 (1/6) CatBoost: 100 (1/6) XGB: 100 (1/6) LGBM-LS: 100 (1/6) CatBoost-LS: 100 (1/6) XGB-LS: 100 (1/6) Win Prob: 85.7% Value Score: 2.98 ★ ML: 1.80 (9/5) Overlay %: -11.06 Fair Odds: 4.65 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | A | A |
| Finish Pos | B | A |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | A | A |
| Sprint FPS | C | B |
| Route FPS | B | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 161-day layoff with a recent workout. Hot trainer - high ITM rate (43%). Career-best speed figure (87) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (54%). 4 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 94 vs field 88). Strong speed 2 back (87), modest dip last out (81) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'V']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 161 days. Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Track ins;chased evnly.
LGBM: 34 (5/6) CatBoost: 37 (5/6) XGB: 19 (6/6) LGBM-LS: 75 (3/6) CatBoost-LS: 40 (4/6) XGB-LS: 52 (4/6) Win Prob: 25.5% Value Score: 2.85 ★ ML: 8.00 (7/1) Overlay %: 4.45 Fair Odds: 6.46 (11/2) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | B |
| Finish Pos | C | B |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | C | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 125-day layoff with a recent workout. Hot trainer - high ITM rate (45%). Career-best speed figure (87) recorded in last 1-2 starts — peaking form. Equipment change today (code: 1). Hot jockey — high ITM rate (48%). 4 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 93 vs field 88). Strong speed 2 back (87), modest dip last out (75) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (8, 6 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now.
⚠ Concerns:Has not raced in 125 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Moving from a route to a sprint today. Trip note from last race: Stalk ins;chased;tired. First start at KEE — never raced here before (last seen at: CD).
LGBM: 43 (4/6) CatBoost: 43 (4/6) XGB: 24 (5/6) LGBM-LS: 9 (6/6) CatBoost-LS: 38 (5/6) XGB-LS: 37 (5/6) Win Prob: 38.7% Value Score: 3.36 ★ ML: 6.00 (11/2) Overlay %: 1.47 Fair Odds: 6.71 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Finish Pos | C | B |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Career-best speed figure (86) recorded in last 1-2 starts — peaking form. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. Had documented trouble last race (codes: ['L', 'O', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal. Averages 78.0 speed pts in today's distance/surface configuration vs 51.7 in other configs (4 qualifying starts) — returning to ideal setup.
⚠ Concerns:Speed average (67) well below field median (82). Trip note from last race: 4w turn;no real threat. Speed figures are highly erratic over last 5 starts (σ = 8.3 pts: [83, 86, 73, 67, 70]) — unpredictable performer.
LGBM: 19 (6/6) CatBoost: 10 (6/6) XGB: 41 (4/6) LGBM-LS: 26 (4/6) CatBoost-LS: 11 (6/6) XGB-LS: 23 (6/6) Win Prob: 48.4% Value Score: 9.62 ★ ML: 15.00 (14/1) Overlay %: 7.51 Fair Odds: 6.97 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | C |
| Early Pace | C | A |
| Mid Pace | D | A |
| Late Pace | F | C |
| Finish Pos | D | C |
| Dirt Speed | D | A |
| Turf Speed | A | C |
| Distance Speed | D | F |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | C | A |
| Mid Pace | C | A |
| Late Pace | D | B |
| Sprint FPS | C | A |
| Route FPS | C | B |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | C |
| Early Pace | D | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:In the money in last 4 consecutive starts. Late pace significantly above field median (LP: 94 vs field 79). Closer/presser in a race with pace pressure — ideal race setup for late runners. Has won at today's distance (1540 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. Had documented trouble last race (codes: ['L', 'O', 'S']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Trip note from last race: Rail; angle; gain show.
LGBM: 84 (2/6) CatBoost: 83 (2/6) XGB: 78 (2/6) LGBM-LS: 82 (2/6) CatBoost-LS: 85 (3/6) XGB-LS: 87 (3/6) Win Prob: 77.1% Value Score: 3.35 ★ ML: 2.50 (9/5) Overlay %: -5.53 Fair Odds: 4.72 (9/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | F | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Finish Pos | B | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Sprint FPS | F | C |
| Route FPS | F | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | C |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Late pace significantly above field median (LP: 86 vs field 83). Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTION H GRAHAM' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['D', 'O', 'S']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Trip note from last race: Prsd pc;2p;chase on. First start at KEE — never raced here before (last seen at: TAM, DMR).
LGBM: 100 (1/10) CatBoost: 100 (1/10) XGB: 100 (1/10) LGBM-LS: 71 (3/10) CatBoost-LS: 100 (1/10) XGB-LS: 100 (1/10) Win Prob: 62.3% Value Score: 3.99 ★ ML: 4.00 (7/2) Overlay %: -3.89 Fair Odds: 7.55 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | C | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | A | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | B |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Hot trainer - high ITM rate (45%). Hot jockey — high ITM rate (59%). Won last 2 consecutive starts. Early pace significantly above field median (E1: 89 vs field 84). Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L', 'O', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Trip note from last race: Pocket;angled;bid;up.
LGBM: 66 (2/10) CatBoost: 83 (3/10) XGB: 77 (3/10) LGBM-LS: 40 (7/10) CatBoost-LS: 90 (2/10) XGB-LS: 47 (6/10) Win Prob: 43.5% Value Score: 3.07 ★ ML: 4.50 (7/2) Overlay %: -3.87 Fair Odds: 8.71 (8/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | A | A |
| Mid Pace | B | B |
| Late Pace | C | A |
| Finish Pos | C | B |
| Dirt Speed | C | F |
| Turf Speed | D | A |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | A | A |
| Mid Pace | C | B |
| Late Pace | D | B |
| Sprint FPS | B | B |
| Route FPS | C | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | A | A |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 147-day layoff with a recent workout. 4 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 86 vs field 83). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTT WILLIAM I' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 147 days. Trip note from last race: Bmpd early;3-4p2nd trn. First start at KEE — never raced here before (last seen at: AQU, BAQ).
LGBM: 44 (5/10) CatBoost: 62 (6/10) XGB: 76 (4/10) LGBM-LS: 0 CatBoost-LS: 66 (5/10) XGB-LS: 81 (3/10) Win Prob: 23.5% Value Score: 2.71 ★ ML: 8.00 (7/1) Overlay %: 0.87 Fair Odds: 9.49 (8/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | D | C |
| Mid Pace | F | C |
| Late Pace | A | A |
| Finish Pos | B | B |
| Dirt Speed | C | F |
| Turf Speed | C | A |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | D |
| Mid Pace | F | C |
| Late Pace | A | A |
| Sprint FPS | D | C |
| Route FPS | D | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 41-day layoff with a recent workout. Speed average (85) well above field median (79). Hot trainer - high ITM rate (47%). Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 89 vs field 84). Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Returning from 41-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 41 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Switching from dirt to turf today. Trip note from last race: Vied 2w;btw 2nd;faded. First start at KEE — never raced here before (last seen at: TP, AQU, BAQ).
LGBM: 27 (8/10) CatBoost: 68 (4/10) XGB: 35 (8/10) LGBM-LS: 49 (6/10) CatBoost-LS: 52 (7/10) XGB-LS: 59 (4/10) Win Prob: 18.2% Value Score: 3.03 ★ ML: 12.00 (11/1) Overlay %: 2.80 Fair Odds: 10.37 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | B | A |
| Finish Pos | D | B |
| Dirt Speed | C | F |
| Turf Speed | A | A |
| Distance Speed | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | C | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 41-day layoff with a recent workout. Early pace significantly above field median (E1: 91 vs field 84). Fourth race back from a 78-day layoff — often the peak fitness race. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip.
⚠ Concerns:Has not raced in 41 days. Consider there will be likely pace pressure in this race - multiple E types entered. Switching from dirt to turf today. Trip note from last race: Fractious gt;ins;stop. Was the betting favorite in the last race but finished off the board. Speed figures are highly erratic over last 5 starts (σ = 18.0 pts: [46, 85, 88, 80, 89]) — unpredictable performer. First start at KEE — never raced here before (last seen at: TP, DMR).
LGBM: 51 (4/10) CatBoost: 58 (7/10) XGB: 47 (5/10) LGBM-LS: 12 (9/10) CatBoost-LS: 57 (6/10) XGB-LS: 0 Win Prob: 35.7% Value Score: 3.2 ★ ML: 6.00 (11/2) Overlay %: -1.36 Fair Odds: 9.23 (8/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | F | B |
| Finish Pos | F | B |
| Dirt Speed | C | F |
| Turf Speed | A | A |
| Distance Speed | D | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | F | D |
| Sprint FPS | C | C |
| Route FPS | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 35-day layoff with a recent workout. Speed average (85) well above field median (79). Career-best speed figure (85) recorded in last 1-2 starts — peaking form. Late pace significantly above field median (LP: 98 vs field 83). Closer/presser in a race with pace pressure — ideal race setup for late runners. Returning from 35-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 1st — a clean trip today sets up a form reversal. First career start on turf with a strong turf pedigree rating of 102 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 35 days. First time at today's distance. Moving from a sprint to a route today. Today's distance is longer than any previous start. Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: Slow start;up outside.
LGBM: 11 (10/10) CatBoost: 0 XGB: 14 (9/10) LGBM-LS: 100 (1/10) CatBoost-LS: 0 XGB-LS: 52 (5/10) Win Prob: 10.3% Value Score: 4.08 ★ ML: 30.00 (30/1) Overlay %: 4.00 Fair Odds: 14.35 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | F | D |
| Mid Pace | C | B |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | B |
| Turf Speed | F | D |
| Distance Speed | D | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | D |
| Mid Pace | D | B |
| Late Pace | A | A |
| Sprint FPS | F | D |
| Route FPS | F | D |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | F | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 71-day layoff with a recent workout. Hot trainer - high ITM rate (45%). Hot jockey — high ITM rate (53%). Won last 2 consecutive starts. 4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (8, 6 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Has won at KEE on turf in the last 10 starts — proven at today's exact track/surface combo. Trainer 'DEVAUX CHERIE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L', 'T']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 71 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on turf surface (2 starts). Trip note from last race: Track2p; bid1/8; clear.
LGBM: 65 (3/10) CatBoost: 85 (2/10) XGB: 78 (2/10) LGBM-LS: 64 (4/10) CatBoost-LS: 81 (3/10) XGB-LS: 83 (2/10) Win Prob: 48.5% Value Score: 2.8 ★ ML: 3.50 (5/2) Overlay %: -6.17 Fair Odds: 7.96 (7/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | F | C |
| Mid Pace | F | C |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | C | F |
| Turf Speed | D | A |
| Distance Speed | D | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | D | D |
| Mid Pace | F | C |
| Late Pace | B | A |
| Sprint FPS | B | B |
| Route FPS | B | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Hot jockey — high ITM rate (54%). In the money in last 3 consecutive starts. Closer/presser in a race with pace pressure — ideal race setup for late runners. Fourth race back from a 53-day layoff — often the peak fitness race. Strong speed 2 back (87), modest dip last out (81) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['B', 'L', 'T']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 34 days. Trip note from last race: Btwn;2w1/4;late kick. Consistently runs wide at the first call (3 of last 5 starts). Outside post (8) in a large field of 11 horses. First start at KEE — never raced here before (last seen at: GP, CD).
LGBM: 18 (9/10) CatBoost: 43 (8/10) XGB: 38 (7/10) LGBM-LS: 16 (8/10) CatBoost-LS: 39 (8/10) XGB-LS: 27 (8/10) Win Prob: 8.3% Value Score: 1.71 ★ ML: 15.00 (14/1) Overlay %: 3.77 Fair Odds: 10.57 (10/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | D | C |
| Mid Pace | D | B |
| Late Pace | C | A |
| Finish Pos | B | A |
| Dirt Speed | C | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | D | C |
| Mid Pace | D | C |
| Late Pace | B | A |
| Sprint FPS | D | C |
| Route FPS | D | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | D | C |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 41-day layoff with a recent workout. Hot trainer - high ITM rate (47%). 3 workouts in last 30 days — horse appears sharp and fit. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip.
⚠ Concerns:Has not raced in 41 days. Consider there will be likely pace pressure in this race - multiple E types entered. Switching from dirt to turf today. Trip note from last race: Restlss gt;4p;btw;tire. Outside post (9) in a large field of 11 horses. Speed figures are highly erratic over last 5 starts (σ = 8.2 pts: [80, 84, 76, 65, 67]) — unpredictable performer. First start at KEE — never raced here before (last seen at: TP, HOU, FG).
LGBM: 0 CatBoost: 37 (10/10) XGB: 0 LGBM-LS: 79 (2/10) CatBoost-LS: 23 (10/10) XGB-LS: 13 (10/10) Win Prob: 33.7% Value Score: 9.09 ★ ML: 20.00 (20/1) Overlay %: 2.86 Fair Odds: 14.23 (13/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | D | B |
| Finish Pos | F | B |
| Dirt Speed | C | F |
| Turf Speed | C | A |
| Distance Speed | D | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | B | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Sprint FPS | A | A |
| Route FPS | B | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Hot jockey — high ITM rate (48%). In the money in last 6 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 88 vs field 84). Fourth race back from a 55-day layoff — often the peak fitness race. Strong speed 2 back (88), modest dip last out (83) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (7, 7 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Returning from 34-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal. Averages 84.0 speed pts in today's distance/surface configuration vs 59.5 in other configs (5 qualifying starts) — returning to ideal setup.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Tends to fade in the stretch at similar distances (4 of 5 starts). Trip note from last race: Bmpd st;bid2w;clr;deny. Outside post (10) in a large field of 11 horses. Last race was career-best speed (83) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: GP, AQU).
LGBM: 41 (6/10) CatBoost: 65 (5/10) XGB: 44 (6/10) LGBM-LS: 7 (10/10) CatBoost-LS: 67 (4/10) XGB-LS: 14 (9/10) Win Prob: 30.9% Value Score: 2.78 ★ ML: 6.00 (11/2) Overlay %: -2.30 Fair Odds: 10.32 (9/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | B |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | F | C |
| Finish Pos | C | B |
| Dirt Speed | A | D |
| Turf Speed | B | A |
| Distance Speed | A | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | C | B |
| Route FPS | C | B |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | B | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 112-day layoff with a recent workout. Career-best speed figure (87) recorded in last 1-2 starts — peaking form. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Consistent workout spacing (8, 7 days) — disciplined training regimen. Returning from 112-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Last race E1 pace (94.0) was 7.2 pts above personal avg (86.8) and horse still finished 5th — pace collapse victim; expect bounce if today's fractions are softer. First career start on turf with a strong turf pedigree rating of 113 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 112 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (1 start). Moving from a sprint to a route today. Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: Dropped inside;empty. Outside post (11) in a large field of 11 horses. First start at KEE — never raced here before (last seen at: OP, CD).
LGBM: 34 (7/10) CatBoost: 41 (9/10) XGB: 13 (10/10) LGBM-LS: 57 (5/10) CatBoost-LS: 30 (9/10) XGB-LS: 35 (7/10) Win Prob: 27.5% Value Score: 5.64 ★ ML: 15.00 (14/1) Overlay %: 3.31 Fair Odds: 11.22 (10/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | D | A |
| Finish Pos | D | B |
| Dirt Speed | A | A |
| Turf Speed | F | D |
| Distance Speed | D | F |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | D |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | B | B |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Career-best speed figure (85) recorded in last 1-2 starts — peaking form. In the money in last 3 consecutive starts. Closer/presser in a race with pace pressure — ideal race setup for late runners. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 34 days. Trip note from last race: Brush gate; belatedly.
LGBM: 20 (6/6) CatBoost: 22 (6/6) XGB: 11 (6/6) LGBM-LS: 27 (6/6) CatBoost-LS: 15 (6/6) XGB-LS: 27 (6/6) Win Prob: 11.7% Value Score: 3.12 ★ ML: 20.00 (20/1) Overlay %: 8.20 Fair Odds: 7.38 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | A |
| Early Pace | C | B |
| Mid Pace | C | A |
| Late Pace | C | A |
| Finish Pos | C | A |
| Dirt Speed | C | B |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | C | B |
| Mid Pace | C | B |
| Late Pace | C | A |
| Sprint FPS | C | B |
| Route FPS | C | A |
| Trainer Effectiveness | C | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | A |
| Early Pace | C | C |
| Mid Pace | C | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 154-day layoff with a recent workout. Career-best speed figure (94) recorded in last 1-2 starts — peaking form. In the money in last 5 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 90 vs field 84). Consistent workout spacing (9, 9 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Returning from 154-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Has won at KEE on dirt in the last 10 starts — proven at today's exact track/surface combo. Had documented trouble last race (codes: ['B', 'D', 'F', 'O', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 154 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Trip note from last race: Bpd hard3/16;fought on. Consistently runs wide at the first call (3 of last 5 starts).
LGBM: 99 (2/6) CatBoost: 60 (3/6) XGB: 56 (2/6) LGBM-LS: 43 (4/6) CatBoost-LS: 58 (2/6) XGB-LS: 70 (3/6) Win Prob: 40.7% Value Score: 2.33 ★ ML: 3.50 (5/2) Overlay %: 0.30 Fair Odds: 4.64 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | C | A |
| Finish Pos | C | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | D | B |
| Sprint FPS | D | C |
| Route FPS | C | B |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 55-day layoff with a recent workout. Speed average (93) well above field median (84). Hot trainer - high ITM rate (47%). Career-best speed figure (99) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (54%). Won last 3 consecutive starts. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 95 vs field 83). Strong speed 2 back (99), modest dip last out (91) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (8, 7 days) — disciplined training regimen. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Returning from 55-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['B', 'D', 'L']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 55 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Trip note from last race: 4p2nd;bid3/8;kick clr. First start at KEE — never raced here before (last seen at: TAM, AQU, GP).
LGBM: 100 (1/6) CatBoost: 100 (1/6) XGB: 100 (1/6) LGBM-LS: 100 (1/6) CatBoost-LS: 100 (1/6) XGB-LS: 100 (1/6) Win Prob: 86.9% Value Score: 1.99 ★ ML: 0.80 Overlay %: -23.90 Fair Odds: 4.08 (7/2) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | A |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | C | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Finish Pos | A | A |
| Dirt Speed | A | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | B |
| Mid Pace | C | A |
| Late Pace | A | A |
| Sprint FPS | B | A |
| Route FPS | A | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | B |
| Mid Pace | C | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 48-day layoff with a recent workout. Speed average (92) well above field median (84). Hot trainer - high ITM rate (45%). Career-best speed figure (91) recorded in last 1-2 starts — peaking form. Won last 2 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 99 vs field 84). Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 48 days. Consider there will be likely pace pressure in this race - multiple E types entered. First time at today's distance. Moving from a sprint to a route today. Today's distance is longer than any previous start. Unproven on dirt surface (2 starts). Trip note from last race: Duel2p;kick away;handy.
LGBM: 97 (3/6) CatBoost: 63 (2/6) XGB: 45 (3/6) LGBM-LS: 52 (3/6) CatBoost-LS: 52 (3/6) XGB-LS: 78 (2/6) Win Prob: 60.9% Value Score: 4.27 ★ ML: 4.50 (7/2) Overlay %: 1.75 Fair Odds: 5.24 (9/2) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Finish Pos | A | A |
| Dirt Speed | B | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | B | A |
| Sprint FPS | A | A |
| Route FPS | B | A |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | C | C |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | F |
| Mid Pace | B | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 34-day layoff with a recent workout. Career-best speed figure (88) recorded in last 1-2 starts — peaking form. 3 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 97 vs field 84). Strong speed 2 back (88), modest dip last out (81) — form reversal angle, ready to bounce back to top form. Consistent workout spacing (9, 8 days) — disciplined training regimen. Had documented trouble last race (codes: ['D', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 34 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (1 start). Unproven on dirt surface (2 starts). Trip note from last race: 2p turn; weakened 1/8.
LGBM: 45 (4/6) CatBoost: 31 (5/6) XGB: 12 (5/6) LGBM-LS: 53 (2/6) CatBoost-LS: 30 (5/6) XGB-LS: 40 (5/6) Win Prob: 15.1% Value Score: 2.5 ★ ML: 12.00 (11/1) Overlay %: 6.42 Fair Odds: 7.03 (6/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | D | B |
| Finish Pos | D | B |
| Dirt Speed | C | A |
| Turf Speed | C | D |
| Distance Speed | C | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | A | A |
| Mid Pace | B | A |
| Late Pace | F | B |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | F |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Big last-race effort (79) — 14 pts above recent average. Hot jockey — high ITM rate (48%). In the money in last 3 consecutive starts. Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (84), modest dip last out (79) — form reversal angle, ready to bounce back to top form. Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Had documented trouble last race (codes: ['D', 'L', 'S', 'T', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Speed average (64) well below field median (84). Trip note from last race: Ins;3w1/4;drv pst late. Consistently runs wide at the first call (3 of last 5 starts). Speed figures are highly erratic over last 5 starts (σ = 23.3 pts: [79, 84, 79, 33, 45]) — unpredictable performer. First start at KEE — never raced here before (last seen at: TP).
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 0 Win Prob: 12.5% Value Score: 3.34 ★ ML: 20.00 (20/1) Overlay %: 5.48 Fair Odds: 9.85 (9/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | D |
| Early Pace | D | C |
| Mid Pace | F | C |
| Late Pace | F | D |
| Finish Pos | F | D |
| Dirt Speed | F | F |
| Turf Speed | A | C |
| Distance Speed | C | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | A |
| Early Pace | C | B |
| Mid Pace | D | B |
| Late Pace | C | A |
| Sprint FPS | C | C |
| Route FPS | D | B |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | F | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | D |
| Early Pace | B | C |
| Mid Pace | F | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot trainer - high ITM rate (44%). Career-best speed figure (83) recorded in last 1-2 starts — peaking form. Hot jockey — high ITM rate (43%). Late pace significantly above field median (LP: 89 vs field 83). Has won at today's distance (1870 yds) within the last 10 starts — proven ability at this trip. Trainer 'MOTT WILLIAM I' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'F', 'T', 'V']) yet still finished 1st — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (1 start). Unproven on dirt surface (2 starts). Trip note from last race: Btwn far;bid2w;driving.
LGBM: 34 (5/6) CatBoost: 36 (4/6) XGB: 17 (4/6) LGBM-LS: 37 (5/6) CatBoost-LS: 43 (4/6) XGB-LS: 44 (4/6) Win Prob: 25.3% Value Score: 2.26 ★ ML: 6.00 (11/2) Overlay %: 1.75 Fair Odds: 6.72 (6/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | A |
| Early Pace | F | C |
| Mid Pace | D | B |
| Late Pace | A | A |
| Finish Pos | B | A |
| Dirt Speed | D | B |
| Turf Speed | C | D |
| Distance Speed | A | A |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | A |
| Early Pace | F | C |
| Mid Pace | F | B |
| Late Pace | A | A |
| Sprint FPS | F | C |
| Route FPS | F | C |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | A |
| Early Pace | C | C |
| Mid Pace | D | B |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 40-day layoff with a recent workout. Hot trainer - high ITM rate (50%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 91 vs field 84). Consistent workout spacing (6, 7 days) — disciplined training regimen. Returning from 40-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 40 days. Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on turf surface (1 start). Trip note from last race: 4-3wd; led upper. Last race was career-best speed (81) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: GP).
LGBM: 99 (2/15) CatBoost: 100 (1/15) XGB: 94 (3/15) LGBM-LS: 74 (6/15) CatBoost-LS: 100 (1/15) XGB-LS: 55 (11/15) Win Prob: 55.5% Value Score: 5.04 ★ ML: 5.00 (9/2) Overlay %: -3.48 Fair Odds: 12.29 (11/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | C |
| Finish Pos | D | B |
| Dirt Speed | A | C |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | A |
| Mid Pace | A | A |
| Late Pace | C | C |
| Sprint FPS | A | B |
| Route FPS | A | A |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 68-day layoff with a recent workout. 4 workouts in last 30 days — horse appears sharp and fit. Early pace significantly above field median (E1: 94 vs field 84). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (7, 7 days) — disciplined training regimen. Trainer 'MOTION H GRAHAM' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Last race: surged from 6th at 1st call to 3rd/2nd at stretch but faded to 4th — hidden energy often signals next-race win. Had documented trouble last race (codes: ['B', 'D', 'F', 'O', 'S', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 68 days. Consider there will be likely pace pressure in this race - multiple E types entered. Unproven on turf surface (1 start). Trip note from last race: Ins-2p;ins bid;outfnsh. First start at KEE — never raced here before (last seen at: GP, SOU, KEM).
LGBM: 100 (1/15) CatBoost: 94 (3/15) XGB: 98 (2/15) LGBM-LS: 75 (4/15) CatBoost-LS: 88 (3/15) XGB-LS: 69 (4/15) Win Prob: 52.5% Value Score: 5.56 ★ ML: 6.00 (11/2) Overlay %: -1.54 Fair Odds: 11.67 (11/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | A |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | B |
| Finish Pos | F | D |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | B |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 119-day layoff with a recent workout. Hot jockey — high ITM rate (59%). 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 93 vs field 80). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (8, 7 days) — disciplined training regimen. Trainer 'WALSH BRENDAN P' has 3 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['L', 'O', 'S', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 119 days. Limited experience at today's distance (2 starts). Unproven on turf surface (1 start). Switching from dirt to turf today. Trip note from last race: In earnest too late.
LGBM: 68 (6/15) CatBoost: 92 (4/15) XGB: 86 (4/15) LGBM-LS: 84 (2/15) CatBoost-LS: 82 (5/15) XGB-LS: 100 (1/15) Win Prob: 27.1% Value Score: 4.51 ★ ML: 10.00 (9/1) Overlay %: 1.35 Fair Odds: 12.61 (12/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | D | B |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | D | D |
| Mid Pace | C | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 35-day layoff with a recent workout. Hot jockey — high ITM rate (48%). In the money in last 3 consecutive starts. 3 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Had documented trouble last race (codes: ['D', 'O', 'T']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 35 days. Consider there will be likely pace pressure in this race - multiple E types entered. Poor record at this distance (0 wins from 4 recent starts). Trip note from last race: Track 2wd; ran on.
LGBM: 58 (7/15) CatBoost: 84 (6/15) XGB: 79 (7/15) LGBM-LS: 63 (8/15) CatBoost-LS: 87 (4/15) XGB-LS: 56 (10/15) Win Prob: 21.6% Value Score: 2.94 ★ ML: 8.00 (7/1) Overlay %: -0.31 Fair Odds: 13.24 (12/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | B |
| Finish Pos | D | B |
| Dirt Speed | D | F |
| Turf Speed | C | B |
| Distance Speed | C | B |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | B |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | B | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 76-day layoff with a recent workout. Equipment change today (code: 1). Hot jockey — high ITM rate (53%). 3 workouts in last 30 days — horse appears sharp and fit. Late pace significantly above field median (LP: 87 vs field 80). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Trainer 'DEVAUX CHERIE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['B', 'D', 'L', 'S', 'T']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Has not raced in 76 days. Limited experience at today's distance (1 start). Unproven on turf surface (1 start). Switching from dirt to turf today. Trip note from last race: Awk st;2-4p;belatdly7p.
LGBM: 78 (5/15) CatBoost: 88 (5/15) XGB: 80 (6/15) LGBM-LS: 100 (1/15) CatBoost-LS: 80 (6/15) XGB-LS: 91 (2/15) Win Prob: 28.7% Value Score: 4.79 ★ ML: 10.00 (9/1) Overlay %: 1.53 Fair Odds: 12.28 (11/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | F | D |
| Dirt Speed | D | F |
| Turf Speed | D | B |
| Distance Speed | D | C |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | B | B |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | B | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | D |
| Mid Pace | C | D |
| Late Pace | C | C |
✓ Positives:4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. One gate workout in recent training — sharpness signal from the gate. Trainer 'DEVAUX CHERIE' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. First career start on turf with a strong turf pedigree rating of 103 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on turf surface.
LGBM: 3 (15/15) CatBoost: 19 (15/15) XGB: 25 (14/15) LGBM-LS: 36 (14/15) CatBoost-LS: 10 (14/15) XGB-LS: 42 (13/15) Win Prob: 14.8% Value Score: 3.6 ★ ML: 15.00 (14/1) Overlay %: 0.63 Fair Odds: 20.00 (20/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | F | D |
| Distance Speed | F | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | C | B |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | F | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Late pace significantly above field median (LP: 86 vs field 80). Closer/presser in a race with pace pressure — ideal race setup for late runners. Trainer 'SCHULTZ LINDSAY' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Had documented trouble last race (codes: ['D', 'L', 'U']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (1 start). Unproven on turf surface (1 start). Trip note from last race: Angl 4w;willing;up 2nd. First start at KEE — never raced here before (last seen at: FG).
LGBM: 55 (8/15) CatBoost: 81 (7/15) XGB: 85 (5/15) LGBM-LS: 79 (3/15) CatBoost-LS: 70 (7/15) XGB-LS: 77 (3/15) Win Prob: 26.2% Value Score: 3.58 ★ ML: 8.00 (7/1) Overlay %: -0.05 Fair Odds: 12.73 (12/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | B | B |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | B | A |
| Finish Pos | B | A |
| Dirt Speed | A | B |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | B | A |
| Sprint FPS | B | B |
| Route FPS | A | B |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | F | C |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | B | B |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot trainer - high ITM rate (47%). Big last-race effort (80) — 10 pts above recent average. Had documented trouble last race (codes: ['D', 'L', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Poor record at this distance (0 wins from 5 recent starts). Trip note from last race: Duel pace;yielded late. Outside post (8) in a large field of 16 horses. Last race was career-best speed (80) — bounce risk after peak effort. First start at KEE — never raced here before (last seen at: FG).
LGBM: 41 (10/15) CatBoost: 53 (9/15) XGB: 58 (9/15) LGBM-LS: 50 (13/15) CatBoost-LS: 41 (9/15) XGB-LS: 58 (8/15) Win Prob: 16.1% Value Score: 3.91 ★ ML: 15.00 (14/1) Overlay %: 2.00 Fair Odds: 15.33 (14/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | B | C |
| Late Pace | C | B |
| Finish Pos | B | A |
| Dirt Speed | B | D |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | C |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | D | C |
| Sprint FPS | B | B |
| Route FPS | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | D | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | B | C |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 54-day layoff with a recent workout. 4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen.
⚠ Concerns:Has not raced in 54 days. Tends to fade in the stretch at similar distances (2 of 3 starts). Trip note from last race: 4wd; 8wd 3/16; no kick. Consistently runs wide at the first call (3 of last 5 starts). Outside post (9) in a large field of 16 horses.
LGBM: 25 (11/15) CatBoost: 38 (13/15) XGB: 44 (11/15) LGBM-LS: 61 (9/15) CatBoost-LS: 28 (13/15) XGB-LS: 43 (12/15) Win Prob: 12.6% Value Score: 4 ★ ML: 20.00 (20/1) Overlay %: 2.72 Fair Odds: 16.07 (15/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | C | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | B | A |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | B |
| Sprint FPS | D | D |
| Route FPS | D | D |
| Trainer Effectiveness | F | C |
| Jockey Effectiveness | C | B |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | C | C |
| Mid Pace | C | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Hot trainer - high ITM rate (47%). Hot jockey — high ITM rate (54%). Closer/presser in a race with pace pressure — ideal race setup for late runners. Strong speed 2 back (81), modest dip last out (73) — form reversal angle, ready to bounce back to top form. Had documented trouble last race (codes: ['B', 'D', 'O', 'V']) yet still finished 2nd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Limited experience at today's distance (2 starts). Unproven on turf surface (2 starts). Trip note from last race: Bmp brk;4p2nd;improved. Outside post (10) in a large field of 16 horses.
LGBM: 99 (3/15) CatBoost: 98 (2/15) XGB: 100 (1/15) LGBM-LS: 75 (5/15) CatBoost-LS: 93 (2/15) XGB-LS: 65 (6/15) Win Prob: 52.3% Value Score: 3.96 ★ ML: 4.00 (7/2) Overlay %: -5.07 Fair Odds: 11.29 (10/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | A | B |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | A | B |
| Early Pace | B | B |
| Mid Pace | B | B |
| Late Pace | B | A |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | A | A |
| Distance Speed | A | B |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | B |
| Early Pace | C | C |
| Mid Pace | B | B |
| Late Pace | B | B |
| Sprint FPS | C | D |
| Route FPS | C | C |
| Trainer Effectiveness | A | B |
| Jockey Effectiveness | A | A |
| 3rd Party Ratings | A | A |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | C | D |
| Mid Pace | B | C |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Career-best speed figure (67) recorded in last 1-2 starts — peaking form. Early pace significantly above field median (E1: 95 vs field 84). Fourth race back from a 57-day layoff — often the peak fitness race. Had documented trouble last race (codes: ['D', 'L', 'O', 'S', 'T', 'U']) yet still finished 3rd — a clean trip today sets up a form reversal.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Speed average (68) well below field median (74). First time at today's distance. Moving from a sprint to a route today. Today's distance is longer than any previous start. Unproven on turf surface (1 start). Switching from dirt to turf today. Trip note from last race: Press 3p;outkckd place. Outside post (11) in a large field of 16 horses. No workout in last 30 days despite 28 days since last race. First start at KEE — never raced here before (last seen at: TP).
LGBM: 11 (13/15) CatBoost: 43 (11/15) XGB: 59 (8/15) LGBM-LS: 55 (11/15) CatBoost-LS: 32 (12/15) XGB-LS: 64 (7/15) Win Prob: 13.4% Value Score: 4.26 ★ ML: 20.00 (20/1) Overlay %: 1.81 Fair Odds: 19.20 (20/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Finish Pos | B | A |
| Dirt Speed | A | C |
| Turf Speed | D | B |
| Distance Speed | F | F |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Sprint FPS | A | A |
| Route FPS | A | A |
| Trainer Effectiveness | F | D |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | B | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | C |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 160-day layoff with a recent workout. Hot trainer - high ITM rate (50%). Equipment change today (code: 1). Hot jockey — high ITM rate (44%). 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Late pace significantly above field median (LP: 92 vs field 80). Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. Returning from 160-day layoff with a bullet workout — trainer signaling extra readiness for today's spot.
⚠ Concerns:Has not raced in 160 days. Speed average (47) well below field median (74). Trip note from last race: Tug 4w;bore/eased 2nd. Outside post (12) in a large field of 16 horses. Was the betting favorite in the last race but finished off the board.
LGBM: 82 (4/15) CatBoost: 47 (10/15) XGB: 43 (12/15) LGBM-LS: 56 (10/15) CatBoost-LS: 32 (11/15) XGB-LS: 24 (15/15) Win Prob: 43.1% Value Score: 4.57 ★ ML: 6.00 (11/2) Overlay %: -4.08 Fair Odds: 17.69 (16/1) O/U: Underlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | C | B |
| Distance Speed | C | B |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | A | A |
| Sprint FPS | C | C |
| Route FPS | C | C |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | F | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | D | D |
| Mid Pace | D | D |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Early pace significantly above field median (E1: 92 vs field 84). Fourth race back from a 70-day layoff — often the peak fitness race. Strong speed 2 back (71), modest dip last out (63) — form reversal angle, ready to bounce back to top form. Trainer 'MAKER MICHAEL J' has 2 horses in today's card all showing last-race improvement — barn appears sharp right now. Career-best figure (86) buried in races 4–10 back — 12 pts above race median and 15 pts above recent form — market has forgotten the peak effort.
⚠ Concerns:Consider there will be likely pace pressure in this race - multiple E types entered. Speed average (65) well below field median (74). Limited experience at today's distance (2 starts). Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: Lively splits;gave way. Outside post (13) in a large field of 16 horses. Speed figures are highly erratic over last 5 starts (σ = 17.0 pts: [63, 71, 39, 64, 86]) — unpredictable performer. First start at KEE — never raced here before (last seen at: OP).
LGBM: 23 (12/15) CatBoost: 40 (12/15) XGB: 40 (13/15) LGBM-LS: 51 (12/15) CatBoost-LS: 34 (10/15) XGB-LS: 58 (9/15) Win Prob: 7.5% Value Score: 3.53 ★ ML: 30.00 (30/1) Overlay %: 3.31 Fair Odds: 17.38 (16/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | D |
| Finish Pos | B | A |
| Dirt Speed | A | A |
| Turf Speed | F | D |
| Distance Speed | F | F |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | C |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | D | F |
| Sprint FPS | A | A |
| Route FPS | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | D | C |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | D |
| Early Pace | A | A |
| Mid Pace | A | A |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Returning from 159-day layoff with a recent workout. Career-best speed figure (50) recorded in last 1-2 starts — peaking form. 4 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. Early pace significantly above field median (E1: 90 vs field 84). Consistent workout spacing (7, 7 days) — disciplined training regimen. Returning from 159-day layoff with a bullet workout — trainer signaling extra readiness for today's spot. First career start on turf with a strong turf pedigree rating of 105 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:Has not raced in 159 days. Consider there will be likely pace pressure in this race - multiple E types entered. Speed average (50) well below field median (74). Limited experience at today's distance (1 start). Has never raced on turf surface. Switching from dirt to turf today. Trip note from last race: 5-6p;3p2nd;tired. Outside post (14) in a large field of 16 horses.
LGBM: 0 CatBoost: 0 XGB: 0 LGBM-LS: 0 CatBoost-LS: 0 XGB-LS: 0 Win Prob: 3.5% Value Score: 1.64 ★ ML: 30.00 (30/1) Overlay %: 1.39 Fair Odds: 27.45 (25/1) O/U: Overlay
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | F | F |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | D | F |
| Early Pace | B | A |
| Mid Pace | C | C |
| Late Pace | F | F |
| Finish Pos | B | A |
| Dirt Speed | B | D |
| Turf Speed | F | D |
| Distance Speed | F | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | D |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | B | A |
| Mid Pace | C | C |
| Late Pace | F | F |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | D | C |
| Jockey Effectiveness | F | D |
| 3rd Party Ratings | D | D |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | D | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
✓ Positives:Hot trainer - high ITM rate (53%). 4 workouts in last 30 days — horse appears sharp and fit. Closer/presser in a race with pace pressure — ideal race setup for late runners. Consistent workout spacing (6, 7 days) — disciplined training regimen. First career start on turf with a strong turf pedigree rating of 107 — bred for the surface; first-timers with strong pedigree win at a price.
⚠ Concerns:First-time starter - no previous race record. First time at today's distance. Has never raced on turf surface. Outside post (15) in a large field of 16 horses.
LGBM: 7 (14/15) CatBoost: 19 (14/15) XGB: 24 (15/15) LGBM-LS: 31 (15/15) CatBoost-LS: 4 (15/15) XGB-LS: 31 (14/15) Win Prob: 16.5% Value Score: 4 ★ ML: 15.00 (14/1) Overlay %: 0.59 Fair Odds: 20.19 (20/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | D | D |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | F | D |
| Distance Speed | F | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | F | F |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | F | F |
| Sprint FPS | F | F |
| Route FPS | F | F |
| Trainer Effectiveness | A | A |
| Jockey Effectiveness | D | C |
| 3rd Party Ratings | F | F |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | F | F |
| Early Pace | F | F |
| Mid Pace | F | F |
| Late Pace | C | C |
Chart Guide (2.0.35)
- Bubbles
- Color = surface: green (turf), brown (dirt), blue (synthetic)
- Top number = finishing position; bottom number in parentheses = starting post position
- Height above line = beaten lengths — closer means a smaller margin
- Border = track conditions: green (FST/GD/FM), yellow (WF/SL/YLD), red (SY/MY/FRZ/SFT/HVY)
- Connecting Line
- Solid = good conditions; dashed = bad conditions
- Line Symbol
- ▲ Triangle = sprint (7f or less); ● Circle = route (more than 7f)
- Days Between Races
- Small number above each bubble (e.g. 19d) = days since the previous race — helps spot freshness, layoffs, and tight scheduling.
- Shaded Band (Bollinger)
- Highlights volatility — a wider band means more variation in recent performance
- Performance Trend
- Straight line showing the overall performance direction — angled up = improving, angled down = declining
- Dashed Reference Line
- AI Opponent = AI analysis class-level par for the race
✓ Positives:Late pace significantly above field median (LP: 88 vs field 80). Closer/presser in a race with pace pressure — ideal race setup for late runners. Had documented trouble last race (codes: ['D', 'O', 'T', 'U']) yet still finished 4th — a clean trip today sets up a form reversal.
⚠ Concerns:Limited experience at today's distance (2 starts). Unproven on turf surface (2 starts). Trip note from last race: Tight 5/16;outkicked. Outside post (16) in a large field of 16 horses.
LGBM: 53 (9/15) CatBoost: 76 (8/15) XGB: 46 (10/15) LGBM-LS: 66 (7/15) CatBoost-LS: 65 (8/15) XGB-LS: 68 (5/15) Win Prob: 20.4% Value Score: 2.78 ★ ML: 8.00 (7/1) Overlay %: -0.80 Fair Odds: 14.29 (13/1) O/U: Fair
Score Definitions
- LGBM
- LightGBM model score (0–100) — machine-learning composite rating among field contenders (higher = stronger). The number in parentheses (e.g. 1/9) shows this horse’s rank out of the field size.
- CatBoost
- CatBoost model score (0–100) — gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- XGB
- XGBoost model score (0–100) — ensemble gradient boosting rating among field contenders (higher = stronger). The number in parentheses shows rank within the field.
- LGBM-LS
- LightGBM Longshot ranker (0–100) — trained with odds-weighted samples that upweight longshot winners. Higher = stronger longshot profile. Rank in parentheses shows position within the field.
- CatBoost-LS
- CatBoost Longshot ranker (0–100) — equivalent longshot model using CatBoost. Higher = stronger longshot profile.
- XGB-LS
- XGBoost Longshot ranker (0–100) — equivalent longshot model using XGBoost. Higher = stronger longshot profile.
- Win Prob
- LightGBM estimated win probability expressed as a percentage. This is a raw model output, not normalized to sum to 100% across the field — use it for comparison rather than as an absolute probability.
- Value Score
- Win Prob divided by the market-implied probability (derived from morning line). Values above 1.0 mean the model sees more win chance than the odds imply — a ★ star appears when Value Score ≥ 1.3, indicating a 30%+ model edge over the market.
- ML
- Morning line odds set by the track handicapper before wagering opens
- Overlay %
- How much the fair odds exceed the morning line, expressed as a percentage — positive values indicate value
- Fair Odds
- Model-derived fair-value odds based on estimated win probability
- O/U
- Overlay or Underlay — whether the horse offers value (O) or is overbet (U) relative to fair odds
Lane Bias Guide
- Bar Direction
- Bars above the line = more favorable lane • Bars below = less favorable, relative to the average at this track.
- Color
- Green = above-average advantage • Yellow = near-average • Red = below-average • Blue = this horse’s lane.
- Bias Score
- Derived from weighted average finishing positions across historical races at this track. Shown in the tooltip on hover. To use the bias score, calculate your handicap for the horse (e.g. finish position), then add (detrimental bias) or subtract (favorable bias) the bias score.
- Races
- Number of historical races used to compute each lane’s bias score.
Race Pace Bias Guide
- Bar Height & Direction
- Positive (green) = pace favors this horse • Negative (red) = pace works against this horse • Near-zero (amber) = neutral.
- Race Shape
- Projected race shape based on running styles of all horses (e.g. EE = two early horses, EP = one early presser).
- Pace Category
- FAST = contested early pace • LONE EARLY = one speed horse controlling pace • HONEST = moderate early pressure • SLOW = closers’ race.
- Flag (★)
- A star above the bar means this horse’s pace bias figure is ≥ 1.5 — a meaningful pace advantage or disadvantage.
Total Pace Guide
- Bar Segments
- Green = Early Pace (E1) • Amber = Mid Pace (E2) • Red = Late Pace (LP)
- Bar Height
- Total height = sum of E1 + E2 + LP average pace figures. Taller bars indicate a faster-paced horse overall.
- Grades & Rankings
- Hover to see each horse’s letter grade and ranking vs. other horses in this race (e.g. 2/9 = 2nd best of 9).
- Border
- Thicker border = this horse’s post position.
Performance vs. Peers Guide
- Bars (per post)
- Blue = avg career performance • Amber = avg last 3 races • Green = last race (improved vs. avg) • Red = last race (declined vs. avg)
- Trend Line
- Angled line above the bars: rising = improving form • falling = declining form.
- Horizontal Line
- Field average — the mean career performance of all horses in this race.
- Color Circles
- Standard post-position colors below each lane — same as the Total Pace chart.
- Border
- Thicker border = this horse’s post position.
Race Pace Simulation Guide
- Slider
- Drag left→right to advance from gate to finish. Drag all the way back to reset the race.
- Predicted Finish Order
- Factors in contested pace burn, each horse’s effort curve (peaked-early vs. peaked-late), and wide trip cost from outside posts. Updated live when Track Bias changes.
- Pace Scenario
- Lone Speed: single E horse likely rates and holds. Contested: two E horses burn each other — closers benefit. Hot Pace: speed meltdown, deep closers thrive. Soft: no early speed, moderate fractions throughout.
- Track Bias
- Slider below canvas. −2 = strong closer/wet bias; +2 = strong speed/rail bias. Recomputes the predicted finish order.
- Boxed Indicator
- Dashed orange ring = horse is surrounded (rival ahead, rival behind, wall outside). In a real race this horse must find a clear path to run.
- Running Styles
- E/EE = early speed (rushes to rail). P = presser (stalks the pace). S = stalker. SS = slow starter / closer.
| Stat | vs. Current Card | vs. All Horses |
|---|---|---|
| Averages
Career-average metrics across all AI race analysis. Performance and pace averages reflect estimated historical performance; trainer and jockey grades score in-the-money percentages. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Pick Pony AI Rating | B | C |
| Pace Trip Longshot | — | — |
| Connections Longshot | — | — |
| Situational Longshot | — | — |
| Speed | C | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Finish Pos | B | A |
| Dirt Speed | D | F |
| Turf Speed | B | A |
| Distance Speed | B | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | B |
| Recent
Performance analysis from the horse's recent races, weighted to reflect current form. Sprint and Route FPS (Foot Per Second) measure pace efficiency over the horse's recent sprints and routes respectively. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | C | B |
| Early Pace | F | D |
| Mid Pace | F | D |
| Late Pace | A | A |
| Sprint FPS | B | B |
| Route FPS | A | B |
| Trainer Effectiveness | B | B |
| Jockey Effectiveness | B | B |
| 3rd Party Ratings | C | B |
| Predictions
AI-generated projections for the upcoming race, derived from prior AI analysis for speed and pace trends, surface and distance suitability, and current conditions. Grading scale: A = elite • B = above average • C = average • D = below average • F = poor • — = no data |
||
| Speed | A | A |
| Early Pace | A | B |
| Mid Pace | A | B |
| Late Pace | C | C |
TL;DR
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Keeneland opens its 2026 Spring Meet with a four-stakes card totaling $2.15 million in purses. The centerpiece is the 89th running of the Grade 1 Central Bank Ashland Stakes ($750,000), a critical Kentucky Oaks prep awarding 200 qualifying points to the winner. The card also includes the Grade 2 MiddleGround Capital Beaumont, the Grade 3 UK HealthCare Transylvania (turf), and the listed Lafayette. The Beaumont was moved to Opening Day due to Easter falling on April 5 with no Sunday card. First post is 1:00 PM ET.
Weather and Track Conditions
Forecast calls for a warm high of 81–83°F with a 70% chance of afternoon thunderstorms. Bettors should monitor whether early rainfall arrives before the first race. A sealed or wet main track typically intensifies Keeneland's already strong early-speed bias on dirt. The turf rail is set at 20 feet. Spring turf surfaces at Keeneland carry enough give early in the meet to favor stalkers and closers in grass events.
Track Bias and Post Position Notes
On dirt routes, inside posts 1–3 won 62% of races at the 2025 spring meet; speed horses on or near the pace won 65% of dirt routes. Closers from four lengths back won only 12%. In dirt sprints, front-end pace horses won 55% of races. On turf, the bias fully reverses — stalkers won 40% of turf routes, closers 37%, and pure speed types only 23%. Post position is balanced on grass. Bettors who apply the dirt speed bias to turf races at Keeneland consistently undervalue closers and stalk-and-pounce types on the lawn.
Race-by-Race Notes
Race 1 — Maiden Special Weight | 4.5 Furlongs Dirt | $90,000 | 2-Year-Olds | 1:00 PM
Key Contenders: Waggley (6) and Suspicions (8) represent the Wesley Ward barn. Ward has won with 44% of his starters in 4.5-furlong 2yo dashes at Keeneland since 2021. Waggley (6) is a mature Life Is Good filly with three local works over the strip and strong workout observations. Joe Joe Dude (2) for Ben Colebrook is a legitimate challenger whose sire Practical Joke gets 17% winners from debuting dirt sprint runners.
Secondary Choices: Suspicions (8) is Ward-trained from the first Corniche crop and flashed acceleration when asked in his most recent visible work. Bourbon Town (5) carries 119 lbs with Luis Saez up for trainer Rey Hernandez.
Longshots: Super Saiyajin (3) and Fortune King (1) are both from Sergio Donjuan's barn with modest pedigree support. Tigrado (7) draws 30-1 morning line for Michel Douaihy. Autism Honor G (4) is a 116-lb filly from Israel Acevedo. Cross Power (9) is owner-trained and the clear throwout at 30-1.
Race 2 — Starter Allowance | 7 Furlongs Dirt | $63,000 | Fillies 3-Year-Olds | 1:32 PM
Scratches: Authentic Angel (10) — Veterinarian; Trapped (7) — Main Track Only.
Key Contenders: Miss Call (5) is the consensus top choice for trainer Kenneth McPeek and Brian Hernandez Jr. — she is a stakes-placed allowance horse described as holding her own against better company. Princess Woejee (9) under Tyler Gaffalione won a maiden auction race at Colonial Downs as the heavy favorite, with a troubled performance that understates her true ability.
Secondary Choices: N Z Holly (11) is the Oaklawn shipper for Rodolphe Brisset and Flavien Prat, a jockey-trainer combination with proven Keeneland success. She broke her maiden wire-to-wire and will benefit from the added furlong. Edey (4) for William Morey switches from Turfway synthetic to dirt — Morey carries a 19% conversion rate over five years with this surface change. Menkaure (8) at 6-1 is flagged as a live price play with an Irad Ortiz Jr. jockey upgrade.
Longshots: Golden Thread (12) for Eoin Harty carries 122 lbs without a weight allowance. Traject (1) draws the inside rail at 20-1. Frosty Mojito (6) races without Lasix. Alta Avenue (3) at 20-1 and Nonstop Vino (2) at 30-1 are at the bottom of the projected order.
Race 3 — Denali Julep Cup Allowance | 5.5 Furlongs Turf | $130,000 | 4-Year-Olds and Up | 2:04 PM
Key Contenders: Spiced Up (8) for William Mott and Junior Alvarado is the consensus selection. He posted three strong New York turf sprint efforts in 2025, with form failures on surfaces that are well-documented as problematic for his running style. First-time blinkers are expected to help him maintain early contact. Camp Hale (3) for Ian Wilkes and Brian Hernandez Jr. is the designated Best Bet of the day among handicappers — he has made back-to-back wins on dirt and shown compelling turf ability in Palm Meadows workouts, described as moving like a dream on the lawn despite never racing on grass.
Secondary Choices: Donut God (9) for Brian Lynch and John Velazquez carries the field's highest Brisnet figure of 91 and showed natural talent and aggression in his turf workout. Whatchatalkinabout (4) is the Ward veteran switching from dirt — Ward's sire Dialed In gets only 8% winners in first-time turf sprints, and Ward is 2-for-9 with this surface switch on this course.
Longshots: Boltage (1) for David Jacobson and Gaffalione is worth including underneath in trifectas. Amoudi Bay (7) for Lindsay Schultz is a fringe contender with an 81 Brisnet figure. Hogie The Player (6) for Troy Wismer at 20-1 needs significant pace help. Our Starry Night (2) and Surf City (5) are outclassed pace types.
Race 4 — Wild Aire Julep Cup Maiden Special Weight | 6.5 Furlongs Dirt | $110,000 | Fillies 3-Year-Olds | 2:36 PM
Scratch: Grant's Gretchen (6) — Trainer.
Key Contenders: Phantom Blue (9) for Brendan Walsh and Tyler Gaffalione is the dominant wagering choice — a $1.2 million Fasig-Tipton purchase with universally strong workout reports and a trainer known for debuting horses ready. Bodacious Bay (7) is the primary value play at 12-1 for Rodolphe Brisset — prepped at Keeneland all winter, a sibling to Grade 2 winner Royal Spa from the same barn, ran straight in stretch work videos, and held her own working alongside Beaumont entrant Kingsolver (4) on March 20.
Secondary Choices: Lady Diversity (8) for Cherie DeVaux and Jose Ortiz worked inside stakes-placed Paige Turner and held her own. Only Me (5) is the Ward-trained Vekoma filly — Vekoma sires 23% winners from first-time dirt sprint starters. Where Luck Lives (12) for Brian Lynch and Joel Rosario was a troubled fourth in her only start as a $725,000 purchase and has been pointing to this spot since July.
Longshots: Hypnotica (3) for Chad Brown and Flavien Prat is the blue-chip trainer choice. Ships Inn (10) for Gregory Foley has Irad Ortiz Jr. up at 8-1. Movie Night (11), Kristi's Spirit (4), Pinto (15), Daring Move (16), Laken (2), Mika's Way (13), Belle (14), and Lil Braveheart (1) are fringe runners or also-eligible fillers.
Race 5 — 78th Lafayette (Listed) | 7 Furlongs Dirt | $400,000 | 3-Year-Olds | 3:08 PM
Key Contenders: Arctic Beast (3) for Mike Maker and Ricardo Santana Jr. is the value selection at 3-1. He has won all four career starts against New York-bred competition by a combined 22.75 lengths, including three stakes wins. His only open-company try was compromised by an unfitting two-turn distance at Remington. His March 30 half-mile work was described as finishing with great energy. Knock It Off (2) for Steve Asmussen and Jose Ortiz is the 2-1 morning line favorite — talented but vulnerable given the inside-post pace-pressure scenario at a short price.
Secondary Choices: Carson Street (6) for Brendan Walsh and Flavien Prat adds first-time blinkers and ran second behind Incredibolt, who won the Street Sense and dominated the Virginia Derby. He sets up best as a pace stalker in an honest seven-furlong sprint. Comport (1) for Eddie Kenneally and Tyler Gaffalione won the Ellis Park Juvenile at this distance and had a sharp local drill for the spring. Oscar's Hope (7) for Kinnon LaRose and Irad Ortiz is a stakes winner worth including in trifectas at 9/2.
Longshots: Trouble Calling (4) for Greg Foley and Luis Saez at 7/2 makes his graded company debut. Star Sweeper (5) at 30-1 for Louis Linder Jr. is the clear throwout.
Race 6 — Claiborne Julep Cup Allowance | 1.125 Miles Turf | $120,000 | 4-Year-Olds and Up | 3:40 PM
Scratches: Side Street (13) — Veterinarian; Start Mo Up (11) — Veterinarian; Tiz Freedom (10) — Also Eligible, did not draw in.
Key Contenders: Without (IRE) (1) for H. Graham Motion and John Velazquez is the 1.80 morning line favorite from the rail draw — he broke his maiden at Deauville on the all-weather and has been solid in U.S. appearances. Noble Confessor (15) for Todd Pletcher and Flavien Prat is listed as an also-eligible but should draw in — handicappers identify him as the most likely winner if he makes the field, citing two 2025 performances as superior to this company and a compromised trip in his last race.
Secondary Choices: Sumood (9) for Brendan Walsh and Tyler Gaffalione adds blinkers following a maiden breakthrough where the headgear was the key catalyst. Bite And Strike (4) for William Mott and Joel Rosario is a four-year-old gelding from a powerful operation. Mount Horeb (8) for Walsh is a seasoned course veteran at 6-1.
Longshots: House United (5) for David Jacobson and Irad Ortiz at 8-1. A Bourbon For Toby (7) for Thomas Morley at 8-1. Fort Thomas (2) for George Arnold at 15-1. Domingo (6) for Victoria Oliver at 15-1. Rocky Joy (16) for Jose Aranha at 8-1. Protective (12) for Mary Anne Howard at 20-1. The Dover Specter (3) for Kelsey Danner at 30-1. States' Rights (14) for Cherie DeVaux is the other also-eligible.
Race 7 — 41st MiddleGround Capital Beaumont (Grade II) | 7 Furlongs Dirt | $400,000 | Fillies 3-Year-Olds | 4:12 PM
Key Contenders: Sneaky Good (3) for Brad Cox and Flavien Prat is the 9-5 morning line favorite and consensus pick. Cox and Prat have won three of the last four Beaumont runnings. Her third-place finish in the Grade 3 Honeybee was substantially flattered when the runner-up returned to win the Fantasy Stakes with authority. Just Bluffing (2) for Greg Foley and Luis Saez is the prime upset candidate at 3-1 — she has tactical speed, returns to three-year-old company, and her workout showed instant and sustained acceleration when asked for run. Saez has a documented mastery of Keeneland's seven-furlong distance.
Secondary Choices: A Fine Chardonnay (7) for Ian Wilkes and Brian Hernandez Jr. won the Myrtlewood Stakes here in the fall and projects to run her best race of the year — she closes from off the pace and benefits from a genuine pace test. Baracca (5) for Brendan Walsh adds first-time blinkers at 6-1 from a trainer with a strong Opening Day record.
Longshots: Kingsolver (4) for Rodolphe Brisset and Irad Ortiz is a stakes winner stepping up sharply in class at 8-1. Wrong Shoes (6) for John Ortiz at 15-1. Coco Connect (1) for John Ennis at 30-1 is the definitive throwout.
Race 8 — 38th UK HealthCare Transylvania (Grade III) | 1.0625 Miles Turf | $600,000 | 3-Year-Olds | 4:44 PM
Scratch: Ganaas (11) — Stakes Scratch.
Key Contenders: Remember Mamba (7) for Cherie DeVaux and Jose Ortiz is the 7/2 morning line favorite. He has an open-lengths debut win at Keeneland last fall and a dominant allowance score at Fair Grounds. He has been specifically aimed at this spot all winter with encouraging recent work alongside Blue Grass starter Reagan's Honor. Vasy (IRE) (2) for Brendan Walsh and Flavien Prat brings a two-race win streak including a dominant Colonel Liam Stakes score at Gulfstream where he sliced through a tight opening more decisively than the margin indicated. Extending to 1 1/16 miles is the key test.
Secondary Choices: Noble Dynasty (3) for William Mott and Junior Alvarado was narrowly beaten in the same stakes race as Remember Mamba (7) and has been building toward this spot with a strong inside drill alongside a graded-stakes-winning filly. Attfield (4) for Thomas Morley and Ricardo Santana Jr. flopped on Turfway synthetic but had three solid New York turf efforts as a two-year-old, including a two-turn stakes win. Zeppelin (8) for George Arnold had undisclosed trip trouble in the Colonel Liam that is not fully reflected in the chart.
Longshots: Proton (1) for H. Graham Motion and John Velazquez at 4-1. Honey Dutch (10) for Whitworth Beckman and Gaffalione at 6-1. Street Beast (5) for Ben Colebrook at 6-1. Aces Honor (9) for Ethan West at 20-1. Time For America (6) for Michelle Nihei at 30-1 is the clear throwout.
Race 9 — 89th Central Bank Ashland (Grade I) | 1.0625 Miles Dirt | $750,000 | Fillies 3-Year-Olds | 5:16 PM
Key Contenders: Zany (3) for Todd Pletcher and Irad Ortiz Jr. is the 4-5 morning line favorite — an undefeated filly described by multiple handicappers as potentially special. She is 3-for-3 with Grade 2 wins in the Demoiselle (running a faster time and higher Beyer than the same-day Remsen winner Paladin) and the listed Suncoast Stakes, whose runner-up Life of Joy came back to win the Grade 2 Fair Grounds Oaks. Pletcher has won the Ashland with Malathaat (2021), Nest (2022), and Leslie's Rose (2024). Percy's Bar (2) for Ben Colebrook and Luan Machado is the primary danger at 3-1 to 3.5-1 morning line — she was controversially disqualified from a win in the Grade 1 Alcibiades and suffered severe trip issues in the Breeders' Cup Juvenile Fillies. Winter workouts have ranged from good to very, very good, and she is the only runner with both a win and a placing in Grade 1 company at Keeneland.
Secondary Choices: French Friction (4) for Mark Casse and Cristian Torres is undefeated in two starts (Oaklawn debut, Dixie Belle Stakes in slop) and projects as the most likely beneficiary if Zany (3) falters. Star Actress (7) for William Mott and Junior Alvarado is a half-sister to Breeders' Cup winner Just F Y I with demonstrated route ability. Omaha Bay (5) for Ian Wilkes and Javier Castellano at 12-1 has never started at a route distance.
Longshots: Hollybygolly (6) for Rodolphe Brisset and Tyler Gaffalione carries the field's lowest Brisnet figure of 72 at 20-1. Nycon (1) for D. Whitworth Beckman at 20-1 requires a catastrophic result ahead of her.
Race 10 — Betz Julep Cup Maiden Special Weight | 1 Mile Turf | $110,000 | 3-Year-Olds | 5:48 PM
Scratches: Supercharger (5) — Trainer; Tilson (15) — Veterinarian.
Key Contenders: Democracy Defender (10) for Jorge Abreu and Irad Ortiz Jr. is the consensus selection at 4-1 morning line. He finished second to Vasy (IRE) in a January Tampa maiden while enduring significant trip trouble — squeezed at the gate, steadied on the backstretch, forced wide on the turn — and still finished second. If Vasy (IRE) (2) runs well in Race 8, this form line earns a significant upgrade. Heading (2) for H. Graham Motion and John Velazquez also ran against Vasy (IRE) in that Tampa maiden, finishing third. He has been working well on Palm Meadows grass and projects to improve on the Keeneland turf.
Secondary Choices: Lemon's Law (4) for Riley Mott and Tyler Gaffalione was blocked when appearing to have won his Keeneland debut last fall, and his recent Gulfstream starts profile as targeted preps for this return. Prize Pick (1) for Brian Lynch and Joel Rosario at 5-1 has prior turf form and figures to press the early pace. Epic Horsepower (12) for Brian Lynch and Luis Saez adds first-time blinkers as a Constitution colt from an informed two-horse barn.
Longshots: Ravenous (3) for Brendan Walsh and Flavien Prat is a first-time starter worth including as a deeper saver at 10-1 — Walsh's debut record and Prat's selectivity make this horse live. Obelus (7) for Lindsay Schultz at 8-1. Newman (16) for Eddie Kenneally at 8-1. Cash Bonus (6) for Cherie DeVaux at 15-1. He's A Charmer (8) for Ethan West at 15-1. Drop Shot (9) for George Arnold at 20-1. Telecaster (11) for Hutch Holsapple at 20-1. Fatguyinlittlecoat (13) for Michael Maker at 30-1. In America (14) for Fergus Bogle at 30-1.
✓ Positives:Hot trainer - high ITM rate (40%). Hot jockey — high ITM rate (56%). 3 workouts in last 30 days — horse appears sharp and fit. Has a bullet work (fastest at track that day) — sharp conditioning signal. One gate workout in recent training — sharpness signal from the gate. Carries 5 lbs less than field median (114 lbs vs median 119 lbs).