Biology IQ Bell Curve
Each model's Biology IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.
Biology IQ Bell Curve
Applied DomainsBiology IQ vs CostEach model's Biology IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +1 moreOpen chartApplied DomainsBiology IQ RankingsEach model's estimated Biology IQ, ranked highest to lowest. Defaults to current-generation models.Data: AI IQ datasetOpen chartApplied DomainsBiology IQ Over TimeEach model's estimated Biology IQ by release date. Step-lines connect each provider's flagship models over time.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +21 moreOpen chartCoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +21 moreOpen chartApplied DomainsEngineering Design IQ Bell CurveEach model's Engineering Design IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.Data: AI IQ datasetOpen chartApplied DomainsEngineering Design IQ vs CostEach model's Engineering Design IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: Artificial Analysis, ARC Prize, Vals Index v2 Cost per Test +1 moreOpen chart