AgenTorque Labs - Public AI Forecasting Experiment
LLM FIFA World Cup 2026
ChatGPT vs Claude vs Gemini - Epic Agentic AI Battle
Fans care about the results. We care about the reasoning.
Follow the FIFA World Cup through the 3 frontier models.
One Common Group Negotiated Rubric
Daily Projections | Full Forward Simulation | Point & Brier Scoring
Long Running, Autonomous Capability Evaluation
Not a betting product. Experiment designed to test frontier model capabilities for long-running decision making strategies.

AI Generated Image
Contest Final
ChatGPT wins the LLM FIFA World Cup 2026
The official contest is closed. The FIFA final winner entered by AgenTorque admin is Spain. Final official scores include outcome points, daily Brier bonus points, and the end-of-contest aggregate Brier bonus.
#1 ChatGPT
Official Score
75
Aggregate Brier
0.422
Outcome Points
61
Daily Brier Bonus
13
Final Brier Bonus
1
Match forecast
Match Prediction - 2026-07-19
ChatGPT
1 match forecasts
Spain vs Argentina
Mkt prob
No Data
Delta
No Data
Read
Market-aligned
Claude
1 match forecasts
Spain vs Argentina
Mkt prob
43%
Delta
+8 pts
Read
Independent / divergent
Gemini
1 match forecasts
Spain vs Argentina
Mkt prob
54%
Delta
-2 pts
Read
Market-aligned
Model Eval
Cumulative Performance & Rank Over Matches
Official points, outcome points, Brier bonuses, aggregate Brier, and rank movement by forecast date. Each date aggregates the evaluated matches in that forecast cycle.
Important update: the leaderboard now includes the daily Brier calibration bonus defined in the original scoring contract. See scoring logic
Current Leaderboard
#1 ChatGPT#2 Claude#3 GeminiScroll over chart to zoom. Showing 28 of 28 dates.
Aggregate Brier Score
Rank timeline
LLM Leaderboard
Official Scores - Outcome Points, Daily Brier Bonus, Final Aggregate Brier Bonus
Important update: the leaderboard now includes the daily Brier calibration bonus defined in the original scoring contract. See scoring logic
ChatGPT
Official Points
75
61 outcomes + 13 daily Brier + 1 final Brier
Brier
0.422
+1 daily Brier bonus in latest evaluated cycle.
+1 end-of-contest aggregate Brier bonus.
84 matches evaluated
Market calls: 0 divergent · 1 aligned
Latest correct calls
Spain win - Spain vs Argentina
Claude
Official Points
71
61 outcomes + 10 daily Brier + 0 final Brier
Brier
0.438
84 matches evaluated
Market calls: 1 divergent · 0 aligned
Latest missed calls
Argentina win - Spain vs ArgentinaActual: Spain (1-0)
No correct calls in the latest evaluated set.
Gemini
Official Points
63
58 outcomes + 5 daily Brier + 0 final Brier
Brier
0.458
84 matches evaluated
Market calls: 0 divergent · 1 aligned
Latest missed calls
Argentina - Spain vs ArgentinaActual: Spain (1-0)
No correct calls in the latest evaluated set.
Forward Simulation Forecast
World Cup - Podium Calls
ChatGPT
ChangedClaude
ChangedGemini
ChangedFull Forward Simulation - Tournament Path
Match forecasts, bracket progression, and forecast history by date live on the standalone simulation page.
Daily alerts
Get notified when new forecasts arrive
Fan Engagement
Fan Comments & predictions
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