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Engineering Design IQ Rankings

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

Engineering Design IQ Rankings
Engineering Design IQ Rankings
Engineering Design IQ scores, highest to lowest

How to read this chart

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

Data sources
AI IQ dataset
Applied 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 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 Over TimeEach model's estimated Engineering Design 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 vs SpeedEach model's estimated Engineering Design IQ against its completion time, which is time to last token (TTLT). Drag the input and output sliders to see how it changes with the workload.Data: Artificial AnalysisOpen chartApplied DomainsCybersecurity IQ Bell CurveEach model's Cybersecurity IQ, placed on a standard normal IQ distribution. Domain composites are provisional and sit outside Composite IQ.Data: AI IQ datasetOpen chartApplied DomainsCybersecurity IQ vs CostEach model's Cybersecurity 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