Model Comparison
Inkling Small vs Kat Coder Pro V1
Inkling Small ranks #81 on the AI IQ leaderboard with an estimated IQ of 110, while Kat Coder Pro V1 ranks #109 on the AI IQ leaderboard with an estimated IQ of 103. 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
| Inkling SmallUS (Other) | Kat Coder Pro V1China (Other) | |
|---|---|---|
| Rank | #81 | #109 |
| IQ | 110 | 103 |
| Abstract Reasoning | 91 | 77 |
| Mathematical Reasoning | 115 | 115 |
| Academic Reasoning | 125 | 111 |
| Programmatic Reasoning | 107 | 111 |
| Computer Use | 114 | 101 |
| Reliability | 106 | 101 |
| Knowledge Work | 114 | 107 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | $1.24 | $1.27 |
| Sticker Price / 1M I/O Tokens | $1.50 | $1.50 |
| Speed | 224 tok/s | 61 tok/s |
| Context Window | 1M | 256K |
| Released | 2026-07-30 | — |
| Open Weights | Yes | No |
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