TrackSmart AI: Accumulative Performance Report
Reporting Period: December 18, 2025 – January 11, 2026
Tracks: Gulfstream Park (GP), Aqueduct (AQU)
1. Executive Summary: January 11th Update
- Volume Milestone: The TrackSmart AI dataset has now surpassed a quarter-thousand races, reaching 256 Total Races tracked since mid-December.
- Value Over Volume: While the overall strike rate adjusted slightly to 77.7%, the model demonstrated exceptional defensive capabilities at Gulfstream Park on Jan 11. It successfully identified three massive longshots (paying $30.60, $21.00, and $41.60) in the "4th/Alternate" slot, proving the algorithm's ability to catch "chaos" results that standard handicapping often misses.
- Top 2 Reliability: The "Top 2" selections (1st and 2nd picks combined) continue to be the backbone of the system, winning 134 races total (52.3% of all races run).
- Average Payout Increase: Thanks to the high-priced winners at Gulfstream, the cumulative Average Winner's Payout for AI Hits rose to approximately $8.65, showing the model is finding deeper value.
2. Daily Performance Breakdown (Current Week)
The table below details the daily performance, including the newly added results for January 11 at Aqueduct and Gulfstream Park.
|
Date |
Track |
Total Races |
Top 4 Strike Rate |
1st Pick |
2nd Pick |
3rd Pick |
4th Pick |
Avg Payout (AI Hits) |
|
Prev. Totals |
GP/AQU |
190 |
78.4% |
58 |
43 |
29 |
19 |
$8.51 |
|
Jan 08 |
GP |
10 |
60% |
1 |
4 |
0 |
1 |
$8.50 |
|
Jan 09 |
GP |
10 |
90% |
1 |
3 |
3 |
2 |
$9.22 |
|
Jan 09 |
AQU |
8 |
87.5% |
2 |
3 |
2 |
0 |
$6.60 |
|
Jan 10 |
AQU |
9 |
100% |
3 |
3 |
3 |
0 |
$10.27 |
|
Jan 10 |
GP |
11 |
64% |
3 |
2 |
1 |
1 |
$5.49 |
|
Jan 11 |
AQU |
8 |
62.5% |
3 |
1 |
1 |
0 |
$5.04 |
|
Jan 11 |
GP |
10 |
70.0% |
3 |
1 |
0 |
3 |
$16.48 |
|
NEW TOTALS |
ALL |
256 |
77.7% |
74 |
60 |
39 |
26 |
~$8.65 |
3. Winner Distribution by Rank (Cumulative)
The "1st Selection" remains the clear leader, extending its lead to 74 total wins. The "4th Selection" proved its worth on Jan 11, adding 3 wins to its total and significantly boosting the average payout.
|
AI rank |
Total Wins |
Win % (of Hits) |
Trend Note |
|
Top Pick (#1) |
74 |
37.2% |
Added 6 wins on Jan 11 (3 AQU, 3 GP). Remains the most reliable source of winners. |
|
2nd Selection |
60 |
30.2% |
Added 2 wins on Jan 11. Continues to provide strong backup support to the Top Pick. |
|
3rd Selection |
39 |
19.6% |
Added 1 win on Jan 11 (AQU Race 8). |
|
4th Selection |
26 |
13.0% |
Star of the day for Jan 11. Added 3 wins at GP, all at high odds ($30+), validating its role as a "Chaos Catcher." |
4. Cumulative Statistics Summary
|
Metric Stat Description |
||
|
Overall Accuracy |
77.7% |
(199/256 Races) The model has successfully identified the winner in the Top 4 in 199 out of 256 races tracked. |
|
Top 2 Accuracy |
52.3% |
(134/256 Races) The AI's primary or secondary choice wins the race in roughly 52% of all events run. |
|
Avg Payout |
~$8.65 |
(AI Hits) The average payout increased today. Gulfstream provided massive value ($16.48 avg on Jan 11), offsetting the chalky results at Aqueduct. |
5. Daily Observations: January 11
Aqueduct (Jan 11)
- Solid Top Pick Performance: The model correctly identified the winner in the "1st Selection" slot in 3 of the 8 races (37.5%), including back-to-back wins to start the
- Logical Misses: The misses today (Races 3, 4, and 7) were primarily due to "Chaos" results or deep closers overcoming a bias where the model preferred speed/class
- Payouts: The winners caught were generally favorites or low-priced, resulting in a lower daily average payout of $5.04.
Gulfstream Park (Jan 11)
- High-Value Defensive Wins: The AI performed exceptionally well in the "Alternate/4th" It correctly identified winners paying $30.60 (Race 2), $21.00 (Race 3), and $41.60 (Race 7).
- Chaos Identification: While the Strike Rate was 70%, the quality of the hits was elite. The model successfully included these high-variance horses in the Top 4, whereas many public handicappers likely tossed them
- Top Pick Stability: Despite the chaos elsewhere on the card, the AI still nailed the winner in the "1st Selection" slot for Races 4, 8, and 10.
Report Generated by TrackSmart AI

