Model Comparison

Kimi K3.1 Pro vs Qwen3.8 Max

Kimi K3.1 Pro ranks #11 on the AI IQ leaderboard with an estimated IQ of 131, while Qwen3.8 Max ranks #35 on the AI IQ leaderboard with an estimated IQ of 123. 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
IQ Dimensions Head to Head
The seven scored Composite IQ dimensions, side by side
Domains Head to Head
Applied domain composite scores where at least one model is measured
Kimi K3.1 ProKimiQwen3.8 MaxAlibaba
Rank#11#35
IQ131123
Abstract Reasoning110104
Mathematical Reasoning138130
Academic Reasoning135130
Programmatic Reasoning143133
Computer Use129122
Reliability128119
Knowledge Work133126
Emotional Reasoning——
Effective Cost / 1M Tokens—$10.98
Sticker Price / 1M I/O Tokens—$8.00
Speed51 tok/s42 tok/s
Context Window1.0M1M
Released2026-10-232026-08-03
Open WeightsNoNo