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Biology IQ Rankings

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

Biology IQ Rankings
Biology IQ Rankings
Biology IQ scores, highest to lowest

How to read this chart

Each bar is one model, colored by provider and ranked by its estimated Biology IQ. Defaults to current-generation models; use Filters to include previous generations.

Data sources
AI IQ dataset
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 Bell CurveEach model's Biology IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.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 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 chartApplied DomainsEngineering Design IQ RankingsEach model's estimated Engineering Design IQ, ranked highest to lowest. Defaults to current-generation models.Data: AI IQ datasetOpen chart