Knowledge Work IQ Bell Curve
Each model's estimated Knowledge Work IQ, placed on a standard normal IQ distribution.
Knowledge Work IQ Bell Curve
More / ExperimentalKnowledge Work IQ vs CostEach model's estimated Knowledge Work 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 +3 moreOpen chartCoreIQ 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