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AI/ML Engineering IQ Rankings

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

AI/ML Engineering IQ Rankings
AI/ML Engineering IQ Rankings
AI/ML Engineering IQ scores, highest to lowest

How to read this chart

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

Data sources
AI IQ dataset
Applied DomainsAI/ML Engineering IQ vs CostEach model's AI/ML Engineering 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 DomainsAI/ML Engineering IQ Bell CurveEach model's AI/ML Engineering IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.Data: AI IQ datasetOpen chartApplied DomainsAI/ML Engineering IQ Over TimeEach model's estimated AI/ML Engineering 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