TrackSmart AI: Cumulative Performance Report - NYRA & Regional Tracks
Reporting Period: December 26, 2025 – June 7, 2026
Track: Belmont at the Big A (BAQ) / Finger Lakes (FL) / Aqueduct (AQU) / Laurel Park (LRL) / Santa Anita Park (SA) / Penn National (PEN) / Saratoga Harness (SARH) / Woodbine (WO) / Saratoga (SAR)
- Executive Summary: June 7 Update
- Volume Expansion: The tracking dataset has grown to 924 total races with the addition of 84 races run across Finger Lakes and Saratoga from June 1 through June
- Strike Rate Resilience: The cumulative Top 4 Strike Rate maintained a strong level at 77.33% (714 for 924). The model secured another flawless 100% accuracy card at Finger Lakes on June 3 (8 for 8), and hit an impressive 87.5% at Finger Lakes on June 1. Saratoga proved slightly more challenging with larger fields and unpredictable turf dynamics, but the model consistently placed the winner in the top 4 over 50% of the time, peaking at 72.7% on multiple cards.
- Value Normalization: The Average Payout for AI hits rose to ~$7.73 (up from ~$7.59). Excellent value retention and massive overlay identification were achieved this week, capturing astronomical payouts like Pillar of Beauty ($56.86) and Buttah ($60.66) as deeper selections, as well as catching My Gun's Loaded ($38.02) and Bonus Move ($30.42) at Saratoga.
- System Integrity and Updates: The automated scratch adjustment protocol was absolutely essential this week. Moving up Alternate selections into the active Top 3 directly salvaged massive wins and multi-race exotics, securing outright wins from horses like Colten Goes ($7.88), Bonus Move ($30.42), New York Scrappy ($22.90), and King Farro ($9.28).
- Daily Performance Breakdown
|
Date |
Track |
Top 4 Strike Rate |
Total Races |
1st Pick |
2nd Pick |
3rd Pick |
4th Pick |
Avg Payout (AI Hits) |
|
Prev. Totals |
MULTI |
78.6% |
840 |
246 |
173 |
158 |
83 |
~$7.59 |
|
June 1 |
FL |
87.5% |
8 |
4 |
1 |
1 |
1 |
$4.88 |
|
June 2 |
FL |
37.5% |
8 |
2 |
0 |
1 |
0 |
$4.62 |
|
June 3 |
FL |
100.0% |
8 |
4 |
3 |
0 |
1 |
$6.06 |
|
June 3 |
SAR |
50.0% |
10 |
1 |
1 |
2 |
1 |
$11.79 |
|
June 4 |
SAR |
72.7% |
11 |
3 |
3 |
1 |
1 |
$8.20 |
|
June 5 |
SAR |
57.1% |
14 |
3 |
1 |
3 |
1 |
$15.03 |
|
June 6 |
SAR |
50.0% |
14 |
3 |
2 |
1 |
1 |
$14.81 |
|
June 7 |
SAR |
72.7% |
11 |
3 |
1 |
2 |
2 |
$8.38 |
|
NEW TOTALS |
MULTI |
77.3% |
924 |
269 |
185 |
169 |
91 |
~$7.73 |
(Note: Prior totals reflect cumulative data up to May 31. Daily breakdowns from previous reports have been condensed into the Prev. Totals row. Live scratch protocols dynamically shifted runners up in rankings across multiple races this week, securing numerous top-tier hits.)
- Winner Distribution by Rank (Cumulative)
|
AI Rank |
Wins |
% of Hits |
Trend Note |
|
Top Pick |
269 |
37.7% |
Pace Flow Precision: Continued dominance identifying undisputed inside speed and wire-to-wire profiles, successfully translating to the Finger Lakes dirt and key |
|
|
|
|
Saratoga main track sprints. |
|
2nd Selection |
185 |
25.9% |
Class Elevation & Adaptability: Remained highly consistent in finding pocket trips and logical stalkers that capitalized on front-end pressure, adapting well to scratch-based promotions. |
|
3rd Selection |
169 |
23.7% |
Alternate Protection: Reaped massive rewards catching off-the-pace sweepers in pace meltdowns, highlighted by several scratch-promoted winners and deep closers on the Saratoga turf. |
|
4th Selection |
91 |
12.7% |
Rebounding Safety Net: Secured astronomical exotic value this week with massive price hits like Pillar of Beauty ($56.86) and Bonus Move ($30.42), validating the depth of the algorithm. |
- Cumulative Statistics Summary
|
Metric Stat Description |
||
|
Overall Accuracy |
77.3% |
(714/924 Races) The AI has successfully placed the winner in its Top 4 selections in 714 of the 924 recorded races. |
|
Top 2 Accuracy |
49.1% |
(454/924 Races) The primary or secondary choice remains highly reliable, winning in nearly half of all modeled races. |
|
Avg Payout |
~$7.73 |
The average payout trended up this week due to catching massive overlays and chaos results at Saratoga, demonstrating excellent value retention in larger, more complex fields. |
- Aggregate Observations: June 1 - June 7 Insights
- The Power of the Alternate (Scratch Protection): The automated scratch adjustment rule proved indispensable this By promoting algorithmic alternates into the Top 3/4 slots when primary selections scratched, the system dynamically caught high-priced winners like Bonus Move ($30.42), New York Scrappy ($22.90), Colten Goes ($7.88), and King Farro ($9.28) that would have otherwise fallen out of exotic structures.
- Pace Meltdown Projections & Turf Dynamics: The AI excelled at anticipating pace meltdowns and correctly mapping out "Turf LP Dominator" trips (e.g., Right to Vote, Mo Complex). However, on specific turf routes at Saratoga, early speed held remarkably well, causing the model to over-penalize early speed and wide Adjusting turf friction algorithms and capping extreme draw penalties for top Prime Power horses is recommended to clean up slight misses.
- Identifying Massive Value & Chaos: Despite larger field complexities at Saratoga, the AI proved its ability to locate massive Finding Pillar of Beauty ($56.86) and Buttah ($60.66) as deeper alternate selections emphasizes the potency of the model's depth chart when chaotic fractions collapse the front end.
- Lone Speed Vulnerability and Break Dependency: The model occasionally struggled in sprints when heavily projected "Lone Speed" runaways missed the break or were scratched, completely fracturing the race Implementing dynamic recalculation of pace flow scenarios upon heavy favorite scratches, or incorporating a "break-dependency risk" penalty for one-dimensional speed horses, will strengthen secondary selection viability.

