AI Handicapping: Kentucky Derby Predictive Visual Analysis with Claude
Claude's interpretation of it's article (Courtesy of Claude's Prompt for Genartive Gemini)
April 20th, 2026
From the editor:
In the spirit of TwinSpires’ release of PaddockPro and Race Overview AI initiatives, I was curious how to lead a variety of Agentic Tools to predict the best tickets to play for the Kentucky Derby with the best chance to win at the most value. Specifically, if I had $100, who would AI suggest I bet?
Just three years ago, AI would absolutely refuse to offer predictive futures gambling insight, but times have changed! The goal was not necessarily to have AI predict a winner, but to challenge AI to handicap through a race using specific data points. Partially as a control and a test among AI Agents to see how they would choose to dive into analyzing and answering the question. As well as how the AI Agent would parse or respect the variety of data points. These data points are publicly available and can be reviewed in a companion piece with a full overview of learnings and observations on this project here. Data presented through April 20, 2026, at 8 a.m. ET.
If I Had $100, by Claude
My [Claude's] primary belief, based purely on data confluence: Further Ado wins this race. The Blue Grass (G1) historically outperforms as a Derby prep, Cox is the dominant trainer of the season, and Further Ado leads the field in qualifying points with 135, ten more than Renegade, yet sits at 5-1 fair odds against Renegade's 9-2. The market prices him slightly longer despite the point's edge. That's the definition of underlaid.
My value conviction: Silent Tactic at 30-1. Six straight weeks in the Power Rankings top 6 while the market sleeps on him is the clearest overlay in the field. A $20 win bet here pays $620 at current odds if the power rankers are right. That's the bet I'd feel best about walking in the door with.
Suggested Betting Ticket by Claude AI
- WIN ($20): Further Ado
- EXACTA Key on top ($15 or $5 x 3 horses): Further Ado over Renegade, Commandment, So Happy
- EXACTA Box ($10 or $5 x 2 horses): Renegade, Commandment
- WIN Value ($20): Silent Tactic
- TRIFECTA Key ($30 or $5 x 6 horses): Further Ado on top over Renegade, Commandment, So Happy over Renegade, Commandment, So Happy
- $5 held as contingency (or post-position observations in Adam's mind)
The 2026 Kentucky Derby: What the Data Says, by Claude
Ten charts. Four data sources. One conclusion that keeps repeating: this Derby belongs to the Brad Cox barn until proven otherwise.
Commandment leads every official metric with 150 qualifying points, #2 Power Ranking, 6-1 expert fair odds, and back-to-back graded stakes wins in the Fountain of Youth (G2) and Florida Derby (G1). His prep résumé is the most complete in the field.
Further Ado is the fascinating counter-argument: 5-1 official Kentucky Derby fair odds, more qualifying points than anyone except Commandment (135 vs. 125), and a Blue Grass winner at Keeneland. He holds the points edge over Renegade while sharing the same trainer as the leader. The data treats these two as a dead heat.
Renegade holds the #1 Power Ranking and the shortest expert fair odds in the field at 9-2, with an Arkansas Derby (G1) win at Oaklawn Park to anchor on. His points trail Further Ado by ten, yet the odds market gives him a slight edge, suggesting the market weights his Power Ranking and race style above his point total.
The most compelling value signal in all ten charts is Silent Tactic at 30-1 odds. He sits at #6 in the official Power Rankings, ahead of horses at half his odds, while the betting market largely ignores him. That disconnect between professional evaluators and public money is exactly where value lives.
So Happy at 15-1 is the other standout: expert fair odds say 15-1, while Pool 5 of the KDFW closed at 103-1 pari-mutuel, a gap that closed quickly after the Santa Anita Derby (G1). Fading public perception vs. rising expert confidence is a bet worth making.
Best Speed Figure
Speed figures are among the most time-tested tools in handicapping, and a single number that translates to a horse's raw performance into a comparable metric regardless of track, distance, or competition level. The following chart ranks the 2026 Kentucky Derby field by each horse's best lifetime speed figure earned during the Kentucky Derby prep season, giving bettors a pure performance benchmark stripped of narrative.
The top of the chart tells you who has already proven they can run fast enough to win the Derby. Historically, the Kentucky Derby winner almost always comes from the horses who posted the highest figures in their preps, while horses near the bottom of this chart face a steep ask to suddenly outrun their own numbers on the biggest stage amid a never-before-experienced distance and number of runners.
Use this alongside the points leaderboard and fair odds charts: a horse with elite speed figures, strong qualifying points, and short expert fair odds is sending the same signal from three independent sources, and that's where your attention should be on the first Saturday in May.
Note: International invitees and several alternates do not yet have BRISNET figures on file, and those entries will display N/A and will be updated as data becomes available.
Pool 5 Future Wager Odds Movement
The following chart shows how the betting market shifted during Churchill Downs' Pool 5 Future Wager, comparing the Morning Line opening odds to the final pari-mutuel odds at closing is one of the most reliable early indicators of public confidence for Kentucky Derby contenders. Each horse has two points connected by a line: an open circle (opening odds) and a filled circle (closing odds). A green arrow pointing left means the odds shortened, and bettors bought in. A red arrow pointing right means the odds drifted as public interest faded. These odds reflect actual money invested.
The biggest story: Incredibolt collapsed from 90-1 morning line odds to 16-1 odds at closing, the sharpest move in the pool. Meanwhile, Commandment, the top points earner, drifted from 6-1 to 12-1, suggesting early money wasn't convinced. Renegade, Silent Tactic, and Chief Wallabee all saw money come in. Horses showing gray dashed lines, including several alternates who entered the field after Pool 5 closed, weren't individually priced and traded as part of the overall field in the KDFW.
For reference, though AI chose to use Pool 5 data for movements, below is the information on Pool 6 of the Kentucky Derby Future Wager.
2026 Kentucky Derby Future Wager - Pool 6
| Horse | ML Odds | Final Odds |
|---|
#1 Albus | 90-1 | 173-1 |
#2 Bravaro | 80-1 | 162-1 |
#3 Buetane | 80-1 | 77-1 |
#4 Cherokee Nation | 30-1 | 18-1 |
#5 Chief Wallabee | 10-1 | 13-1 |
#6 Chip Honcho | 50-1 | 101-1 |
#7 Class President | 15-1 | 53-1 |
#8 Commandment | 6-1 | 7-1 |
#9 Courting | 90-1 | 81-1 |
#10 Creole Chrome | 90-1 | 178-1 |
#11 Danon Bourbon | 20-1 | 23-1 |
#12 Emerging Market | 15-1 | 15-1 |
#13 Fulleffort | 30-1 | 23-1 |
#14 Further Ado | 15-1 | 17-1 |
#15 Golden Tempo | 30-1 | 32-1 |
#16 Great White | 90-1 | 57-1 |
#17 Incredibolt | 25-1 | 22-1 |
#18 Intrepido | 50-1 | 38-1 |
#19 Iron Honor | 25-1 | 34-1 |
#20 Minorinconvenience | 90-1 | 541-1 |
#21 Napoleon Solo | 60-1 | 53-1 |
#22 Ocelli | 90-1 | 429-1 |
#23 Ottinho | 90-1 | 208-1 |
#24 Pavlovian | 25-1 | 52-1 |
#25 Potente | 30-1 | 16-1 |
#26 Reagan's Honor | 20-1 | 27-1 |
#27 Red Zone Runner | 90-1 | 592-1 |
#28 Renegade | 4-1 | 4-1 |
#29 Right to Party | 90-1 | 317-1 |
#30 Robusta | 80-1 | 72-1 |
#31 Silent Tactic | 25-1 | 32-1 |
#32 Six Speed | 60-1 | 93-1 |
#33 So Happy | 90-1 | 93-1 |
#34 Start the Ride | 90-1 | 734-1 |
#35 Steel | 90-1 | 124-1 |
#36 Talk to Me Jimmy | 50-1 | 48-1 |
#37 Talkin | 90-1 | 129-1 |
#38 The Puma | 8-1 | 12-1 |
#39 Wonder Dean (JPN) | 30-1 | 42-1 |
#40 All Other 3-Year-Olds | 30-1 | 25-1 |
Kentucky Derby Power Rankings Trajectory
The bump chart below maps how the top 10 horses in Churchill Downs' official weekly Power Rankings have risen and fallen since October 2025. The Y-axis shows rank position (1 = best, 20 = worst), where an upward-trending line means the expert analysts are losing confidence in a horse; a line trending downward means momentum is building. Each colored line represents one horse, labeled with its current rank on the right.
Key stories: Renegade (navy) spent months near rank positions of 14–16 before a dramatic climb to #1. Commandment (blue) appeared late but rocketed to #2 and remained there. Incredibolt (red) shows a striking gap and was removed from the list after an injury setback, then re-entered with strong interest. Further Ado (orange) is the most consistent presence, ranked throughout the season. Horses whose lines start mid-chart are recent entrants who earned their way in.
Expert Fair Odds vs. Pool 5 Market Consensus
Every horse in the 2026 Kentucky Derby field was available to bet months ago through Churchill Downs Future Wagers. Pool 5, which closed in early spring, gives us a snapshot of where the betting public stood before the prep season concluded. This chart compares those Pool 5 closing odds against TwinSpires expert fair odds from April 6, revealing where the experts and the market sharply disagree. The Pool 6 table is also offered below.
Green lines indicate that expert analyst opinions are significantly more bullish than the public was in Pool 5. So Happy is the starkest example: experts have him at 15-1 fair odds, but Pool 5 closed at 103-1 pari-mutuel odds. Further Ado (5-1 fair vs. 25-1 Pool 5) and Fulleffort (20-1 fair vs. 89-1 Pool 5) tell a similar story, where some horses blossomed after the pool closed.
Orange lines flip the script. Silent Tactic and Incredibolt both closed shorter in Pool 5 than their current fair odds suggest — meaning the market got ahead of expert opinion on those two.
Note: Several late-entering alternates (Litmus Test, Great White, Napoleon Solo, Ocelli) have no April 6 fair odds on file and were not individually priced in Pool 5; they appear as no-data entries in the chart.
Although the AI chose the April 6 update to focus on Fair Odds shifts, below is the most current update to the TwinSpires Fair Odds.
| HORSE | EARLY FAIR ODDS |
|---|
Paladin | 5-1 |
Nearly | 6-1 |
Renegade | 6-1 |
Brant | 8-1 |
Litmus Test | 8-1 |
Plutarch | 8-1 |
Further Ado | 12-1 |
Silent Tactic | 12-1 |
Golden Tempo | 15-1 |
Intrepido | 15-1 |
Napoleon Solo | 15-1 |
Chip Honcho | 30-1 |
Soldier N Diplomat | 30-1 |
Carson Street | 40-1 |
Grittiness | 40-1 |
Talk to Me Jimmy | 40-1 |
Express Kid | 50-1 |
My World | 50-1 |
Pavlovian | 50-1 |
Stratgic Risk | 50-1 |
Fair Odds Evolution vs. Top 10 Points Leaderboard Contenders
The story of any Kentucky Derby field is often written months before race day, and the chart below reveals that story in odds. Plotting TwinSpires expert fair odds across five release periods (January of 2026 through April 6, 2026), communicating a trajectory map of how handicapper opinions shifted as the prep season unfolded.
Further Ado is the most dramatic arc: listed at 5-1 odds in January, he drifted to 15-1 by late March after some inconsistent form, but rebounded all the way back to 5-1 following his Blue Grass win at Keeneland. Renegade entered the fair odds list in February at 6-1 and climbed steadily to become the 9-2 favorite after dominating the Arkansas Derby at Oaklawn Park. Meanwhile, Incredibolt's broken line shows his absence for three weeks before reappearing. This gap visually tells the story of an injury, layoff, and comeback.
Lines that trend upward in the chart reflect horses that the experts are growing more confident in, and downward trends signal fading belief.
Road to the Kentucky Derby vs. Qualifying Points Leaderboard
Before any horse steps onto Churchill Downs' soil on the first Saturday in May, the hopeful must earn their way in. The Road to the Kentucky Derby rewards horses for finishing in the top five of designated prep races with point allocations, with Grade 1 wins late in the season carrying the most weight. Only the top 20 point earners earn an automatic start, with the next four becoming alternates. The exception: Japan and Euro/Mideast Road to the Kentucky Derby invitations occupy positions 17 and 18, respectively, operating on separate qualification systems not comparable to North American points. Position 19, Six Speed, qualified via actual Euro/Mideast RTKD points earned internationally.
Commandment leads the domestic leaderboard with 150 points after a dominant run through the Fountain of Youth Stakes and Florida Derby at Gulfstream Park. Further Ado (135 pts) and Renegade (125 pts) round out the top three. Several horses share 100 points via key Grade 2 wins, while five alternates, Intrepido through Ocelli, at ranks 21–25, and are only starting if a horse above them scratches.
Point leaders tend to be battle-tested. This chart is your map to understanding who truly earned their spot.
Road to the Kentucky Derby — Qualifying Points Leaderboard
Before any horse steps onto the Churchill Downs soil on the first Saturday in May, it must earn its way in. The Road to the Kentucky Derby rewards horses for finishing in the top five of designated prep races, with Grade 1 wins worth the most. Only the top 20 point earners earn an automatic spot; the next four become alternates.
Commandment leads the leaderboard with 150 points after sweeping the Fountain of Youth and Florida Derby, the most dominant prep campaign in the field. Further Ado (135 pts) and Renegade (125 pts) round out the top three. Several horses share 100 points thanks to key wins in Grade 2 events. Note the alternates at ranks 21–24: they're in the field only if a horse above them scratches. Points leaders tend to be battle-tested; this chart is your map to understanding who truly earned their spot.
Qualifying Points vs. Expert Fair Odds
Not all Kentucky Derby starters are created equal, and this scatter plot below reveals the gaps between how official points rankings and handicapper fair odds assess the field. Horses in the upper-left "Consensus Favorites" zone (high points, short odds) represent genuine double consensus: they earned their way in through results AND experts back them strongly. That's where Renegade, Further Ado, and Commandment cluster.
Horses in the upper-right zone earned lots of points but carry longer fair odds as the experts see reasons for doubt despite the strong prep résumé. Conversely, the lower-left zone holds horses with shorter odds than their points rank implies as the "expert darlings" that handicappers believe in more than the prep races suggest. This chart is particularly useful for identifying value: a horse with significant point earnings and mid-range fair odds may represent better expected value at the betting window than a consensus pick.
Power Rankings vs. Expert Fair Odds
Two of the most respected opinion sources in Derby handicapping are the official Churchill Downs Power Rankings and TwinSpires' expert fair odds analysis, which don't always agree. This scatter plot reveals where they align and where they diverge, giving bettors an edge by varying expert Kentucky Derby opinions.
Horses near the dashed diagonal line are consensus picks: Power Rankings and fair odds tell the same story. Horses above the line are ranked better than their odds suggest and potentially underlaid by the market. Horses below are ranked lower than their odds suggest and potentially overlaid.
The most notable divergence: Silent Tactic holds a Power Rank of #6 in week 27, but sits at 30-1 fair odds as experts who rank horses weekly see something the odds market doesn't. Chief Wallabee similarly ranks in position #5 in Power Rankings while showing 10-1 in fair odds, suggesting a growing consensus. These discrepancies are where sharp bettors hunt for value ahead of post-time.
Trainer Scorecard — 2025–26 Prep Season
"Behind every great Derby horse is a great trainer," and this season, one barn stands alone. Brad Cox enters the 2026 Kentucky Derby with three horses in the field and three qualifying race wins: Commandment (Florida Derby), Further Ado (Blue Grass), and Fulleffort (Jeff Ruby Steaks). Aguably, no trainer in recent Derby history has arrived with a trio this strong.
Bob Baffert returns to Churchill Downs with Santa Anita Derby runner-up Potente, and potentially Litmus Test if he draws in, while Todd Pletcher saddles the 9-2 expert fair odds line favorite Renegade as his lone representative. Gustavo Delgado Sr. quietly had a strong prep season with The Puma and Bill Mott's Chief Wallabee both landing in the Power Rankings top five. Doug O'Neill, who won this race with I'll Have Another and Nyquist, brings Pavlovian off a gutsy Sunland Derby win and a close Louisiana Derby runner-up.
Trainer form matters enormously in the Derby. A trainer who dominated the preps isn't just lucky; they have horses in peak condition, sharp staff, and a battle-tested game plan. Cox's three-horse stable is the story of this Derby.
