Legal IQ Bell Curve
Each model's Legal IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.
Legal IQ Bell Curve
Applied DomainsLegal IQ vs CostEach model's Legal 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 DomainsLegal IQ RankingsEach model's estimated Legal IQ, ranked highest to lowest. Defaults to current-generation models.Data: AI IQ datasetOpen chartApplied DomainsLegal IQ Over TimeEach model's estimated Legal 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