AI IQ
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IQ Rankings

Each model's estimated IQ, ranked highest to lowest. Defaults to current-generation models.

IQ Rankings
IQ Rankings
IQ scores, highest to lowest

Ranked composite IQ

The same composite IQ estimates as the bell curve above, shown as a ranked leaderboard. Each bar is a model, colored by provider.

Composite IQ averages all seven scored dimensions — abstract, mathematical, academic, programmatic, computer use, reliability, and knowledge work — so missing coverage cannot make a model look better by omission.

CostIQ vs CostEach model's estimated IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: AI IQ methodologyOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Full source leaderboard reconciliation, Full source leaderboard reconciliation +26 moreOpen chartCoreIQ Over TimeEach model's estimated IQ by release date. Step-lines connect each provider's flagship models over time.Data: ARC Prize, Full source leaderboard reconciliation, Full source leaderboard reconciliation +26 moreOpen chartCoreIQ vs EQX = diagnostic EQ. Y = IQ. Color = model provider.Data: EQ-Bench 4 Elo, EQ-Bench 3, AttuneBench +29 moreOpen chartCoreIQ vs EQ vs Cost in 3D3D scatter: X = diagnostic EQ, Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +1 moreOpen chartCoreAI Models by Country Over TimeEach bar counts the AI models AI IQ tracks that had been released by that month, stacked by the country of their developer.Data: AI IQ datasetOpen chart