AI IQ
Subscribe

Abstract Reasoning IQ vs Speed

Each model's estimated Abstract Reasoning 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.

Abstract Reasoning IQ vs Speed
Abstract Reasoning IQ vs Speed
Abstract Reasoning IQ against completion time
Controls:
Input10K tok
Output1K tok
Abstract Reasoning1:1Speed

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
ARC PrizeArtificial Analysis
CoreIQ Bell CurveEach model's estimated IQ, placed on a standard normal IQ distribution.Data: ARC Prize, Epoch AI FrontierMath, ProofBench 1.1 +21 moreOpen chartIQ BenchmarksARC-AGI-2 ScoresEach model's ARC-AGI-2 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksARC-AGI-1 Benchmark ScoresEach model's ARC-AGI-1 score. Color = provider.Data: ARC PrizeOpen chartIQ BenchmarksARC-AGI-3 Benchmark ScoresEach model's ARC-AGI-3 score. Color = provider.Data: ARC PrizeOpen chartMore / ExperimentalAbstract Reasoning IQ vs CostEach model's estimated Abstract Reasoning 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 chartIQ DimensionsAbstract Reasoning IQ Bell CurveEach model's estimated Abstract Reasoning IQ, placed on a standard normal IQ distribution.Data: ARC PrizeOpen chart