TrackSmart AI: Cumulative Performance Report - NYRA Tracks
Reporting Period: December 26, 2025 – April 19, 2026
Track: Aqueduct (AQU)
Executive Summary: April 19 Update
-
- Volume Expansion: The tracking dataset has grown to 484 total races with the addition of 33 races run across the April 16, April 17, April 18, and April 19
- Strike Rate Resilience: The cumulative Top 4 Strike Rate surged to 78.1% (from 77.6%), driven by an elite 84.8% strike rate (28 for 33) over the four days. This run was highlighted by a spectacular, flawless 100% strike rate (9 for 9) on April 18.
- Value Normalization: The Average Payout for AI hits adjusted slightly downward from ~$7.71 to ~$7.66. The algorithm locked onto logical winners and heavy favorites seamlessly, while still capturing solid mid-priced value like Ez Roll ($16.12) and Pass the Hat ($14.36) to maintain a strong
- Down-Ballot / Alternate Strength: The algorithmic rule to slide alternate selections into the active Top 4 when scratches occur proved to be an absolute powerhouse this This protocol flawlessly preserved sequences by auto-elevating winners like Two's a Crowd ($10.30), Bourbon Betty ($7.02), Kenny Be ($6.22), and Coquito ($2.32) directly into winning matrix slots.
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 |
AQU |
77.6% |
451 |
134 |
90 |
83 |
42 |
~$7.71 |
|
Apr 16 |
AQU |
87.5% |
8 |
3 |
2 |
2 |
0 |
$5.74 |
|
Apr 17 |
AQU |
62.5% |
8 |
1 |
2 |
1 |
1 |
$9.51 |
|
Apr 18 |
AQU |
100.0% |
9 |
3 |
2 |
2 |
2 |
$6.89 |
|
Apr 19 |
AQU |
87.5% |
8 |
3 |
2 |
2 |
0 |
$6.69 |
|
NEW TOTALS |
AQU |
78.1% |
484 |
144 |
98 |
90 |
46 |
~$7.66 |
(Note: Prior totals reflect data up to April 12. In previous documentation, 4th pick was listed as 42 for the initial prior totals, then bumped to 43 on Apr 12).
- Winner Distribution by Rank (Cumulative)
|
AI Rank Wins % of Trend Note Hits |
|||
|
Top Pick (#1) |
144 |
38.1% |
Pace Flow Precision: Hit outright winners at an elite level (10 top-pick hits this period), accurately mapping structural advantages in diverse scripts ranging from Contested Duels to Clear Speed scenarios. |
|
2nd Selection |
98 |
25.9% |
Scratch Elevations: Continues to be a powerhouse tier. Benefited directly from the scratch protocol, snagging multiple winners who bumped up into this heavily played matrix slot. |
|
3rd Selection |
90 |
23.8% |
Alternate Protection: Highly consistent as a safety net. Massively boosted this week by the scratch protocol, moving alternates into the 3rd slot for crucial hits like Two's a Crowd ($10.30) and Tax Holiday ($4.94). |
|
|
|
|
|
|
4th Selection |
46 |
12.2% |
Rebounding Safety Net: Bounced back with 3 winners across the four-day stretch, stepping in perfectly during the flawless 9-for-9 sweep on April 18 to isolate stamina reserves and class shifts. |
- Cumulative Statistics Summary
|
Metric Stat Description |
||
|
Overall Accuracy |
78.1% |
(378/484 Races) The AI has successfully placed the winner in its Top 4 selections in 378 of the 484 recorded races. |
|
Top 2 Accuracy |
50.0% |
(242/484 Races) The primary or secondary choice remains highly reliable, winning in exactly half of all modeled races. |
|
Avg Payout |
~$7.66 |
The average payout adjusted slightly downward due to a high volume of accurately modeled logical favorites, but maintains a strong long-term ROI. |
- Aggregate Observations: Apr 16 - Apr 19 Insights
- Flawless Day & Structural Versatility: The AI put on a spectacular clinic on April 18, hitting 9 of 9 winners. The algorithm adapted beautifully to all track conditions, hitting perfectly on stamina reserves and class shifts in turf races, while equally isolating lock-down heavy favorites and mid-priced early speed setups.
- Scratch Protocol Perfection: The AI's systemic ability to handle scratches saved significant ROI. By mechanically elevating alternate selections to fill voids, the system directly engineered winning hits for Coquito ($2.32), Kenny Be ($6.22), Bourbon Betty ($7.02), Two's a Crowd ($10.30), and El Paco ($6.28).
- Meltdown Blind Spots (Deep Closers): In severe pace meltdowns ("Suicidal/Contested Duels"), the AI properly predicted the front-runner collapse but struggled to isolate the correct deep closer, resulting in missed longshots like Timaeus ($46.40) and Blown Cover ($9.08). Corrective Action: Loosen base speed pars for deep closers when a "High Chaos / Meltdown" scenario is flagged, and ensure outside-drawn closers in turf sprints are accurately
- Maiden Turf Sprint Volatility: Lightly raced horses and First-Time Starters (FTS) setting the pace in maiden turf events broke the model's speed pars (e.g., Moonlight Drive at $14.92, All of It at $13.28). Corrective Action: Adjust the turf sprint FTS algorithm to grant higher baseline E1/E2 projections for outside-drawn debut runners with steady gate Broaden the turf-pedigree algorithm to account for elite jockey/trainer shifts (e.g., Clement/Franco) on non-first-time starters.
- Stagnant Speed Over-Penalization: On April 17, the AI relegated wire-to-wire winner Double Act ($32.56) to "Fringe" status due to stagnant speed figures, despite elite barn connections. Corrective Action: Increase the "Need-the-Lead" probability and front-running upgrade for elite trainees (like Bill Mott) in maiden turf routes when there is a clear lack of dominant early speed
