TrackSmart AI: Cumulative Performance Report - NYRA Tracks
Reporting Period: December 26, 2025 – March 8, 2026
Track: Aqueduct (AQU)
- Executive Summary: March 8 Update
Volume Expansion: The tracking dataset has grown to 303 total races with the addition of 32 races run across four cards from March 5 to March 8.
Strike Rate Resilience: The cumulative Top 4 Strike Rate increased slightly to 78.9%. The model was incredibly accurate this week, hitting on 84.4% of its races, capped off by an impressive 88.9% strike rate on March 7 and an absolutely perfect 8-for-8 (100%) card on March 8.
Value Normalization: The Average Payout for AI hits saw a downward shift from ~$8.05 to ~$7.87. This was primarily driven by extremely chalk-heavy, formful days on March 5 and March 8 where logical favorites dominated, though it was beautifully offset by catching a massive $37.16 upset winner on March 7.
Alternate/Scratch Protection Strength: The AI's alternate picks and scratch logic proved essential again this week. The protocol nailed a $37.16 winner (Victory Hall) on March 7 and seamlessly elevated winning horses (Ah Ca Ira) into the active selections following late scratches to preserve a perfect card on March 8.
- 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 |
78.2% |
271 |
81 |
50 |
52 |
29 |
~$8.05 |
|
Mar 5 |
AQU |
75.0% |
8 |
5 |
0 |
0 |
1 |
$4.31 |
|
Mar 6 |
AQU |
71.4% |
7 |
4 |
0 |
0 |
1 |
$8.02 |
|
Mar 7 |
AQU |
88.9% |
9 |
3 |
3 |
1 |
1 |
$8.76 |
|
Mar 8 |
AQU |
100.0% |
8 |
5 |
2 |
1 |
0 |
$4.86 |
|
NEW TOTALS |
AQU |
78.9% |
303 |
98 |
55 |
54 |
32 |
~$7.87 |
- Winner Distribution by Rank (Cumulative)
|
AI Rank Wins % of Trend Note Hits |
|||
|
Top Pick (#1) |
98 |
41.0% |
Absolute Dominance: The top pick exploded this week with 17 winners, accounting for over 60% of the week's total hits. Showed incredible precision on Mar 5 and Mar 8 with 5 top-pick winners each day. |
|
2nd Selection |
55 |
23.0% |
Weekend Surge: Went completely cold on Mar 5 and Mar 6, but bounced back late in the week with 5 hits across the weekend cards. |
|
3rd Selection |
54 |
22.6% |
Losing Share: Dropped to 3rd place in overall volume, contributing only 2 winners this entire week. The model's stalkers and mid-pack runners in this slot failed to capitalize. |
|
4th Selection |
32 |
13.4% |
The Value Safety Net: Continues to deliver exactly when needed, hitting 3 winners this week—highlighted by an incredible $37.16 payout on March 7. |
- Cumulative Statistics Summary
|
Metric Stat Description |
||
|
Overall Accuracy |
78.9% |
(239/303 Races) The AI has successfully placed the winner in its Top 4 selections in 239 of the 303 recorded races. |
|
Top 2 Accuracy |
50.5% |
(153/303 Races) The primary or secondary choice now wins over half of all races, surging significantly after a dominant week of top-pick performance. |
|
Avg Payout |
~$7.87 |
The average payout adjusted slightly downward below the $8 mark, driven by chalk-heavy, predictable pace scenarios on March 5 and March 8. |
- Aggregate Observations: Mar 5 - Mar 8 Insights
Top Pick Precision on Front-Runners (All Week): The model was incredibly dialed in when flagging horses with a 40%+ Win Probability and tactical/front-running speed. Top selections dominated the week with blowout victories, successfully isolating logical class plungers and heavily favoring tactical speed on a track bias that rewarded forward placement.
Wet Track vs. Pace Meltdown Complexities (Mar 5): The AI outsmarted itself on a sloppy track in Race 7 by heavily penalizing a high-speed horse (What's Up Bro) due to a projected pace duel. The duel never materialized and the speed held. Corrective Action: Simple speed and rail bias adherence needs to override complex pace-meltdown algorithms on wet, speed-favoring tracks.
Stalker Miscalculations (Mar 6): Misses on Friday occurred in races where the winner employed a stalking/closing running style. While the AI perfectly predicted the contested pace scenarios that would set up a closer, it missed on the individual horse ranking algorithm. Corrective Action: Refinement is needed in weighting tactical stalkers who have demonstrated success in contested pace matchups.
Upset Detection & Scratch Protection Excellence (Mar 7 - 8): The AI's safety net protocols performed flawlessly. The system correctly snagged the massive $37.16 longshot of the day on Mar 7 (Victory Hall) via the alternate spot. On Sunday, the dynamic scratch protocol protected the perfect 8-for-8 ticket by automatically shifting horses like Ah Ca Ira into active winning positions after late scratches ruined the original pace structure.
