Model Comparison
Kat Coder Pro V1 vs Ling 3.1 Flash
Kat Coder Pro V1 ranks #109 on the AI IQ leaderboard with an estimated IQ of 103, while Ling 3.1 Flash ranks #48 on the AI IQ leaderboard with an estimated IQ of 120. 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) | Ling 3.1 FlashChina (Other) | |
|---|---|---|
| Rank | #109 | #48 |
| IQ | 103 | 120 |
| Abstract Reasoning | 77 | 102 |
| Mathematical Reasoning | 115 | 110 |
| Academic Reasoning | 111 | 131 |
| Programmatic Reasoning | 111 | 140 |
| Computer Use | 101 | 115 |
| Reliability | 101 | 118 |
| Knowledge Work | 107 | 124 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | $1.27 | — |
| Sticker Price / 1M I/O Tokens | $1.50 | — |
| Speed | 61 tok/s | 214 tok/s |
| Context Window | 256K | 1M |
| Released | — | 2026-09-30 |
| Open Weights | No | Yes |
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