Model Comparison

Gemini 3.8 Flash vs Kimi K3.1 Pro

Gemini 3.8 Flash ranks #18 on the AI IQ leaderboard with an estimated IQ of 129, while Kimi K3.1 Pro ranks #15 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
Gemini 3.8 FlashGoogleKimi K3.1 ProKimi
Rank#18#15
IQ129132
Abstract Reasoning126110
Mathematical Reasoning127139
Academic Reasoning132135
Programmatic Reasoning137145
Computer Use124131
Reliability130129
Knowledge Work127133
Emotional Reasoning——
Effective Cost / 1M Tokens$7.96—
Sticker Price / 1M I/O Tokens$4.50—
Speed134 tok/s43 tok/s
Context Window1.0M1.0M
Released2026-09-022026-10-23
Open WeightsNoNo