Model Comparison

Deepseek V4 Pro vs Kat Coder Pro V1

Deepseek V4 Pro ranks #31 on the AI IQ leaderboard with an estimated IQ of 123, while Kat Coder Pro V1 ranks #99 on the AI IQ leaderboard with an estimated IQ of 104. 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
Deepseek V4 ProDeepSeekKat Coder Pro V1China (Other)
Rank#31#99
IQ123104
Abstract Reasoning10977
Mathematical Reasoning132115
Academic Reasoning130111
Programmatic Reasoning129112
Computer Use123101
Reliability118101
Knowledge Work124107
Emotional Reasoning118—
Effective Cost / 1M Tokens$7.02$1.58
Sticker Price / 1M I/O Tokens$5.28$1.50
Speed79 tok/s61 tok/s
Context Window1M256K
Released2026-04-24—
Open WeightsYesNo