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Knowledge Work IQ vs Speed

Each model's estimated Knowledge Work 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.

Knowledge Work IQ vs Speed
Knowledge Work IQ vs Speed
Knowledge Work IQ against completion time
Controls:
Input10K tok
Output1K tok
Knowledge Work1:1Speed

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 AnalysisArtificial AnalysisArtificial Analysis
CoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI, Epoch AI +26 moreOpen chartIQ BenchmarksGDPval-AA v2.1 normalized score ScoresExact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.Data: Artificial AnalysisOpen chartIQ BenchmarksAA-Briefcase v1.1 Elo ScoresExact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.Data: Artificial AnalysisOpen chartIQ BenchmarksAutomationBench-AA ScoresExact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.Data: Artificial AnalysisOpen chartIQ BenchmarksGDP.pdf ScoresExact AA v4.3.2 model/configuration; never substitute older benchmark versions. Contributes to Knowledge Work using a provisional calibrated scale.Data: Artificial AnalysisOpen chartIQ BenchmarksEnterpriseOps-Gym-AA ScoresStrict success on 1,117 oracle-mode enterprise workflows, graded against final database state using AA’s Stirrup harness. Contributes to Knowledge Work using a provisional calibrated scale.Data: Artificial AnalysisOpen chart