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AI/ML Engineering IQ vs Speed

Each 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.

AI/ML Engineering IQ vs Speed
AI/ML Engineering IQ vs Speed
AI/ML Engineering IQ against completion time
Controls:
Input10K tok
Output1K tok
AI/ML Engineering1:1Speed

How to read this chart

Each point is a public model's benchmark score against its estimated completion time (time to last token) for the input and output lengths set by the sliders. Timing comes from the site's per-model speed measurements, not from the benchmark run, so every point is an estimate and labels carry a ~ prefix. The newest generation with a published result is shown by default. Up and to the left is better.

Data sources
Artificial Analysis
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 chartResponse TimeIQ vs SpeedEach model's estimated IQ against its completion time, which is time to last token (TTLT). Drag the input (1K–10K tokens) and output (100–10K tokens) sliders to see how it changes with the workload.Data: AI IQ methodology, Artificial AnalysisOpen 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