Estimated IQ's of AI Models
Each model's composite AI IQ estimate, ranked highest to lowest. Defaults to current-generation models. Color = provider.
Estimated IQ's of AI Models
Estimated IQ's of AI Models
Each model's composite AI IQ estimate, ranked highest to lowest. Defaults to current-generation models. Color = provider.
How to read this chart
Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.
Data sources
ARC PrizeEpoch AI Chess PuzzlesEpoch AI FrontierMathVals.aiArtificial AnalysisVals.aiMathArenaArtificial AnalysisArtificial AnalysisArtificial AnalysisArtificial AnalysisManual source capturevals-model-pageArtificial AnalysisArtificial Analysis model leaderboardVals.aiVals.ai IOIArtificial Analysis Terminal-Bench v2.1Vals.ai Terminal-Bench 2.1Vals.ai ProgramBenchFrontierSWESWE-rebenchLLM StatsLLM StatsOSWorldLLM Stats OSWorld-VerifiedLLM StatsToolathlonLLM Stats ToolathlonScale LabsScale Labs MCP AtlasArena.ai Agent ArenaAgents' Last ExamEpoch AI SimpleQA VerifiedBullshitBench v2Artificial AnalysisScale Labs MultiChallengeArtificial AnalysisKaggle FACTS Grounding leaderboard
IQ vs Effective Cost
IQ vs Effective Cost
Each model's estimated IQ plotted against effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).
Controls:
How to read this chart
Each point is a public model. The chart compares IQ against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
Data sources
CoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI Chess Puzzles, Epoch AI FrontierMath +25 moreOpen chartCostIQ vs Effective CostEach model's estimated IQ plotted against effective cost per 1M I/O Tokens (sticker price × measured or imputed usage multiplier).Data: AI IQ methodologyOpen chartCoreFrontier IQ Over TimeX = release date. Y = estimated IQ. Provider step-lines connect each provider's flagship frontier checkpoints over time.Data: ARC Prize, Epoch AI Chess Puzzles, Epoch AI FrontierMath +25 moreOpen chartCoreIQ vs EQX = diagnostic EQ. Y = IQ. Color = model provider.Data: EQ-Bench 3, AttuneBench, ARC Prize +27 moreOpen chartCoreIQ vs EQ vs Cost in 3D3D scatter: X = diagnostic EQ, Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals.aiOpen chartCoreAI Models by Country Over TimeEach bar counts the AI models AI IQ tracks that had been released by that month, stacked by the country of the company that trained them.Data: AI IQ datasetOpen chart