Model Comparison
Gemini 3.5 Flash Lite vs Kat Coder Pro V1
Gemini 3.5 Flash Lite ranks #103 on the AI IQ leaderboard with an estimated IQ of 104, 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
| Gemini 3.5 Flash LiteGoogle | Kat Coder Pro V1China (Other) | |
|---|---|---|
| Rank | #103 | #109 |
| IQ | 104 | 103 |
| Abstract Reasoning | 86 | 77 |
| Mathematical Reasoning | 95 | 115 |
| Academic Reasoning | 114 | 111 |
| Programmatic Reasoning | 93 | 111 |
| Computer Use | 107 | 101 |
| Reliability | 120 | 101 |
| Knowledge Work | 113 | 107 |
| Emotional Reasoning | — | — |
| Effective Cost / 1M Tokens | $1.30 | $1.27 |
| Sticker Price / 1M I/O Tokens | $2.80 | $1.50 |
| Speed | 419 tok/s | 61 tok/s |
| Context Window | 1M | 256K |
| Released | 2026-07-21 | — |
| Open Weights | No | No |
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