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Model Comparison

Kimi K3.1 Pro vs Muse Wonder

Kimi K3.1 Pro ranks #11 on the AI IQ leaderboard with an estimated IQ of 131, while Muse Wonder ranks #12 on the AI IQ leaderboard with an estimated IQ of 130. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.

Kimi K3.1 Pro profile →Muse Wonder 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
Kimi K3.1 ProKimiMuse WonderMeta
Rank#11#12
IQ131130
Abstract Reasoning110107
Mathematical Reasoning138140
Academic Reasoning135135
Programmatic Reasoning143141
Computer Use129128
Reliability128125
Knowledge Work133134
Emotional Reasoning——
Effective Cost / 1M Tokens—$30.55
Sticker Price / 1M I/O Tokens—$24.00
Speed51 tok/s190 tok/s
Context Window1.0M1.0M
Released2026-10-232026-10-12
Open WeightsNoNo
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