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Model Comparison

Kimi K3.1 Pro vs Muse Wonder Full

Kimi K3.1 Pro ranks #11 on the AI IQ leaderboard with an estimated IQ of 131, while Muse Wonder Full ranks #13 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 Full 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 Wonder FullMeta
Rank#11#13
IQ131130
Abstract Reasoning110108
Mathematical Reasoning138140
Academic Reasoning135137
Programmatic Reasoning143141
Computer Use129124
Reliability128128
Knowledge Work133136
Emotional Reasoning——
Effective Cost / 1M Tokens——
Sticker Price / 1M I/O Tokens——
Speed51 tok/s—
Context Window1.0M—
Released2026-10-232026-10-12
Open WeightsNoNo
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