Model Comparison

Gemini 3.1 Flash Lite vs Muse Wonder Full

Gemini 3.1 Flash Lite ranks #97 on the AI IQ leaderboard with an estimated IQ of 104, while Muse Wonder Full ranks #11 on the AI IQ leaderboard with an estimated IQ of 131. The table below puts the two models side by side across the seven capability dimensions, emotional reasoning, cost, speed, and context window.

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
Gemini 3.1 Flash LiteGoogleMuse Wonder FullMeta
Rank#97#11
IQ104131
Abstract Reasoning93108
Mathematical Reasoning105140
Academic Reasoning116137
Programmatic Reasoning93141
Computer Use108124
Reliability112128
Knowledge Work102137
Emotional Reasoning——
Effective Cost / 1M Tokens$0.43—
Sticker Price / 1M I/O Tokens$1.75—
Speed371 tok/s—
Context Window1M—
Released2026-03-032026-10-12
Open WeightsNoNo