AI/ML Engineering IQ vs Cost
Each model's AI/ML Engineering IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).
AI/ML Engineering IQ vs Cost
Applied 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 vs SpeedEach model's estimated AI/ML Engineering 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 chartCostIQ vs CostEach model's estimated IQ against its effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: AI IQ methodologyOpen 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