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Knowledge Work IQ Over Time

Each model's estimated Knowledge Work IQ by release date. Step-lines connect each provider's flagship models over time.

Knowledge Work IQ Over Time
Knowledge Work IQ Over Time
The frontier by release date

How to read this chart

Each dot is a model with a known release date. Provider lines track public flagship releases over time and advance only when a newer model sets a higher Knowledge Work IQ checkpoint for that provider.

Data sources
Artificial AnalysisArtificial AnalysisArtificial AnalysisARC PrizeEpoch AIEpoch AIEpoch AI FrontierMathProofBench 1.1MathArenaVals.aiArtificial Analysis Intelligence Index v4.3.2Manual source captureTIGER-Lab MMLU-Pro leaderboard (missing rows only)Vals.ai LiveCodeBenchVals.ai IOI V2Vals.ai ProgramBenchSWE-rebenchEpoch AILLM StatsLLM Stats BrowseCompOSWorldLLM Stats OSWorld-VerifiedScale LabsScale Labs MCP AtlasArena.ai Agent ArenaAgents' Last ExamEpoch AI SimpleQA VerifiedBullshitBench v2Kaggle FACTS Grounding leaderboard
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