Model Comparison

GPT 5.4 Mini vs Kimi K3.1 Pro

GPT 5.4 Mini ranks #75 on the AI IQ leaderboard with an estimated IQ of 111, while Kimi K3.1 Pro ranks #14 on the AI IQ leaderboard with an estimated IQ of 132. 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 5.4 MiniOpenAIKimi K3.1 ProKimi
Rank#75#14
IQ111132
Abstract Reasoning87110
Mathematical Reasoning116140
Academic Reasoning124135
Programmatic Reasoning115145
Computer Use111132
Reliability110128
Knowledge Work114133
Emotional Reasoning——
Effective Cost / 1M Tokens$6.36—
Sticker Price / 1M I/O Tokens$5.25—
Speed215 tok/s43 tok/s
Context Window400K1.0M
Released2026-03-172026-10-23
Open WeightsNoNo