Model Comparison
Kimi K2.7 Code vs Kimi K3.1 Pro
Kimi K2.7 Code ranks #77 on the AI IQ leaderboard with an estimated IQ of 111, while Kimi K3.1 Pro ranks #14 on the AI IQ leaderboard with an estimated IQ of 132. 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
| Kimi K2.7 CodeKimi | Kimi K3.1 ProKimi | |
|---|---|---|
| Rank | #77 | #14 |
| IQ | 111 | 132 |
| Abstract Reasoning | 90 | 110 |
| Mathematical Reasoning | 119 | 140 |
| Academic Reasoning | 127 | 135 |
| Programmatic Reasoning | 102 | 145 |
| Computer Use | 118 | 132 |
| Reliability | 111 | 128 |
| Knowledge Work | 114 | 133 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | $3.57 | — |
| Sticker Price / 1M I/O Tokens | $4.95 | — |
| Speed | 83 tok/s | 43 tok/s |
| Context Window | 256K | 1.0M |
| Released | 2026-06-12 | 2026-10-23 |
| Open Weights | Yes | No |
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