IQ vs Throughput (Tokens Per Second)
Each model's estimated IQ plotted against its median output speed in tokens per second
IQ vs Throughput (Tokens Per Second)
IQ vs Throughput (Tokens Per Second)
Each model's estimated IQ plotted against its median output speed in tokens per second
Controls:
How to read this chart
Each point is a public model. The chart compares IQ against Tokens/s, with color showing the model provider.
Data sources
Response TimeIQ vs End-to-End Response TimeEach model's IQ against its end-to-end response time, built from its own components: time to first answer token (which grows with input length) plus output tokens ÷ tokens-per-second. Drag the input slider (1K–10K tokens) and output slider (100–10K tokens) to see how total latency scales.Data: AI IQ methodology, Artificial AnalysisOpen chartResponse TimeIQ vs Latency (Time to First Token)Each model's estimated IQ plotted against its time to first token (TTFT). Drag the input-length slider from 1K to 10K tokens — dots glide between AA's two measured anchors (values in between are linearly interpolated).Data: AI IQ methodology, Artificial AnalysisOpen 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 chartCoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +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 chartResponse TimeIQ vs Speed vs Cost in 3D3D scatter: X = response time (log, faster to the right), Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals.aiOpen chart