Model Comparison
Kat Coder Pro V1 vs Kimi K3.1 Pro
Kat Coder Pro V1 ranks #109 on the AI IQ leaderboard with an estimated IQ of 103, 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
| Kat Coder Pro V1China (Other) | Kimi K3.1 ProKimi | |
|---|---|---|
| Rank | #109 | #14 |
| IQ | 103 | 132 |
| Abstract Reasoning | 77 | 110 |
| Mathematical Reasoning | 115 | 140 |
| Academic Reasoning | 111 | 135 |
| Programmatic Reasoning | 111 | 145 |
| Computer Use | 101 | 132 |
| Reliability | 101 | 128 |
| Knowledge Work | 107 | 133 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | $1.27 | — |
| Sticker Price / 1M I/O Tokens | $1.50 | — |
| Speed | 61 tok/s | 43 tok/s |
| Context Window | 256K | 1.0M |
| Released | — | 2026-10-23 |
| Open Weights | No | No |
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