Model Comparison

GPT 6 Astra vs Kimi K3.1 Pro

GPT 6 Astra ranks #4 on the AI IQ leaderboard with an estimated IQ of 140, while Kimi K3.1 Pro ranks #11 on the AI IQ leaderboard with an estimated IQ of 131. 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
GPT 6 AstraOpenAIKimi K3.1 ProKimi
Rank#4#11
IQ140131
Abstract Reasoning136110
Mathematical Reasoning149138
Academic Reasoning134135
Programmatic Reasoning150143
Computer Use140129
Reliability136128
Knowledge Work132133
Emotional Reasoning——
Effective Cost / 1M Tokens$33.68—
Sticker Price / 1M I/O Tokens$60.00—
Speed67 tok/s51 tok/s
Context Window1.1M1.0M
Released2026-09-032026-10-23
Open WeightsNoNo