TrackSmart AI: Cumulative Performance Report
Reporting Period: December 18, 2025 – January 25, 2026
Tracks: Gulfstream Park (GP), Aqueduct (AQU), Fair Grounds (FG), Tampa Bay Downs (TAM)
1. Executive Summary: January 25 Update
- Volume Expansion: The dataset has expanded to 432 Total Races.
- Continued Stability: Following the volatility of the Pegasus World Cup on Saturday, Sunday's results brought a return to normalized strike Tampa Bay Downs delivered a consistent 77.8% accuracy, while Gulfstream Park rebounded to 72.7%, stabilizing the long-term trend lines.
- High-Value Captures: The model continued to find value at Gulfstream Park on Sunday, with average payouts for hits remaining While not reaching the "Mega Day" heights of Saturday's payouts, the model successfully identified value plays in the Top 4, including winners paying $15.40 and $12.20.
- Resilience: The cumulative Strike Rate remains robust at 3%, absorbing the volume of a busy weekend while maintaining an overall accuracy rate above the target threshold.
2. Daily Performance Breakdown
The table below details the performance progression, listing the results from January 22 through January 25 separately by track.
|
Date |
Track |
Total Races |
Top 4 Strike Rate |
1st Pick |
2nd Pick |
3rd Pick |
4th Pick |
Avg Payout (AI Hits) |
|
Prev. Totals |
ALL |
354 |
77.9% |
102 |
76 |
58 |
40 |
$8.52 |
|
Jan 22 |
AQU |
8 |
100% |
4 |
2 |
0 |
2 |
$6.50 |
|
Jan 22 |
GP |
10 |
90.0% |
3 |
4 |
2 |
0 |
$7.13 |
|
Jan 23 |
AQU |
8 |
62.5% |
3 |
0 |
1 |
1 |
$5.17 |
|
Jan 23 |
GP |
10 |
80.0% |
3 |
2 |
1 |
2 |
$10.20 |
|
Jan 24 |
TAM |
9 |
77.8% |
3 |
2 |
1 |
1 |
$6.60 |
|
Jan 24 |
GP |
13 |
46.2% |
2 |
1 |
0 |
3 |
$23.63 |
|
Jan 25 |
TAM |
9 |
77.8% |
1 |
4 |
2 |
0 |
$8.94 |
|
Jan 25 |
GP |
11 |
72.7% |
1 |
3 |
2 |
2 |
$7.83 |
|
NEW TOTALS |
ALL |
432 |
77.3% |
122 |
94 |
67 |
51 |
$8.65 |
*Prev. Totals includes all data from Dec 18 through Jan 21.
3. Winner Distribution by Rank (Cumulative)
The distribution of winners across the AI's Top 4 selections shows a slight shift toward the "Secondary" (2nd) selection following Sunday's results at Tampa Bay.
|
AI Rank Wins (of Hits) Trend Note |
|||
|
Top Pick (#1) |
122 |
36.5% |
Base: Remains the primary volume driver, though the win percentage dipped slightly due to a lower hit rate for #1 picks on Sunday. |
|
2nd Selection |
94 |
28.1% |
Surging: A strong Sunday at Tampa (4 wins) and Gulfstream (3 wins) significantly boosted this category's contribution. |
|
3rd Selection |
67 |
20.1% |
Steady: Maintains a consistent ~20% contribution to the total win count, delivering reliable mid-tier coverage. |
|
4th Selection |
51 |
15.3% |
Chaos Killer: Continues to capture necessary value, adding 2 wins at Gulfstream on Sunday to support the ROI. |
4. Cumulative Statistics Summary
|
Metric Description Stat |
||
|
Overall Accuracy |
(334/432 Races) The model consistently identifies the winner in the Top 4 selections across all tracks and conditions. |
77.3% |
|
Top 2 Accuracy |
(216/432 Races) The AI's primary or secondary choice wins the race in exactly half of all events run. |
50.0% |
|
Avg Payout |
(AI Hits) Payouts stabilized at ~$8.65, balancing the massive Pegasus Day returns with standard dividends from Sunday. |
~$8.65 |
5. Daily Observations: Weekend Wrap-Up
January 24: The "Mega Day" Stress Test
- Tampa Bay Downs (Standard Profile):
- The Baseline: Tampa Bay represented a standard handicapping The model performed exactly as designed, hitting 77.8% of winners.
- The Logic: With standard field sizes and established form, the AI's logic held firm, identifying 5 of the 7 winners in its Top 2 selections.
- Gulfstream Park (The Pegasus "Chaos"):
- The Challenge: The Pegasus World Cup card featured maximum field sizes, European shippers, and extreme
- The Reality: The Strike Rate dropped to 2% due to "chaos" results, but the ROI skyrocketed.
- The Silver Lining: The "Alternate" (4th) and "Secondary" (2nd) selections saved the day by identifying massive longshots, including the Pegasus winner ($45.20) and a $50.60 upset in Race
January 25: Recovery and Consistency
- Tampa Bay Downs (The Steady Hand):
- Performance: The model delivered another solid 80% strike rate (7/9 winners).
- Missed Opportunities: The two misses (Races 7 and 8) were mid-range horses rather than chaos Specifically, the model under-weighted the closing capability of El Ma'any in Race 7 and over-penalized Final Drama in Race 8, suggesting minor adjustments are needed for pace weighting in mid-class turf routes
- Gulfstream Park (Value Stabilization):
- Performance: Gulfstream bounced back with a 70% strike rate (8/11 winners).
- Value Found: The model successfully identified value plays, such as Friolento ($15.40) as a 2nd pick and Flying Liam ($12.20) as a 4th pick.
- Logical Misses: The misses were structural rather than In Race 8, the model's strict "Extreme Layoff" penalty filtered out the winner The Brigade. In Race 6, the model correctly identified Z First as a contender but penalized it for a projected "Disadvantaged Speed" scenario that the horse successfully overcame.
