Model Comparison
Gemini 3.1 Pro vs Muse Wonder Full
Gemini 3.1 Pro ranks #34 on the AI IQ leaderboard with an estimated IQ of 122, 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
| Gemini 3.1 ProGoogle | Muse Wonder FullMeta | |
|---|---|---|
| Rank | #34 | #11 |
| IQ | 122 | 131 |
| Abstract Reasoning | 118 | 108 |
| Mathematical Reasoning | 123 | 140 |
| Academic Reasoning | 132 | 137 |
| Programmatic Reasoning | 119 | 141 |
| Computer Use | 123 | 124 |
| Reliability | 125 | 128 |
| Knowledge Work | 113 | 137 |
| Emotional Reasoning | 111 | — |
| Effective Cost / 1M Tokens | $7.93 | — |
| Sticker Price / 1M I/O Tokens | $14.00 | — |
| Speed | 146 tok/s | — |
| Context Window | 1M | — |
| Released | 2026-02-19 | 2026-10-12 |
| Open Weights | No | No |
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