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Model Comparison

Agnes 2.5 Pro Beta vs Gemini 3.1 Pro

Agnes 2.5 Pro Beta ranks #79 on the AI IQ leaderboard with an estimated IQ of 108, while Gemini 3.1 Pro ranks #37 on the AI IQ leaderboard with an estimated IQ of 122. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.

Agnes 2.5 Pro Beta profile →Gemini 3.1 Pro profile →
Where They Sit on the IQ Bell Curve
Both models highlighted on the standard normal IQ distribution of every tracked model
IQ Dimensions Head to Head
The seven scored Composite IQ dimensions, side by side
Domains Head to Head
Applied domain composite scores where at least one model is measured
Agnes 2.5 Pro BetaWorld (Other)Gemini 3.1 ProGoogle
Rank#79#37
IQ108122
Abstract Reasoning97118
Mathematical Reasoning104123
Academic Reasoning127132
Programmatic Reasoning98119
Computer Use109123
Reliability116125
Knowledge Work104113
Emotional Reasoning—111
Effective Cost / 1M Tokens$0.54$7.81
Sticker Price / 1M I/O Tokens$0.40$14.00
Speed159 tok/s135 tok/s
Context Window1M1M
Released2026-08-262026-02-19
Open WeightsNoNo
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