Model Comparison

Kimi K3.1 Pro vs Laguna Xs.2

Kimi K3.1 Pro ranks #14 on the AI IQ leaderboard with an estimated IQ of 132, while Laguna Xs.2 ranks #165 on the AI IQ leaderboard with an estimated IQ of 87. 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 ProKimiLaguna Xs.2US (Other)
Rank#14#165
IQ13287
Abstract Reasoning11084
Mathematical Reasoning14084
Academic Reasoning135104
Programmatic Reasoning14594
Computer Use13275
Reliability12889
Knowledge Work13379
Emotional Reasoning——
Effective Cost / 1M Tokens—$0.21
Sticker Price / 1M I/O Tokens—$0.30
Speed43 tok/s—
Context Window1.0M262K
Released2026-10-232026-04-28
Open WeightsNoYes