IQ vs Throughput
Throughput is median output tokens per second (TPS). Each model's estimated IQ is plotted against how quickly it streams its answer after generation begins.
IQ vs Throughput
IQ vs Throughput
Throughput is median output tokens per second (TPS). Each model's estimated IQ is plotted against how quickly it streams its answer after generation begins.
Controls:
How to read this chart
Each point is a public model. The chart compares IQ against Throughput, with color showing the model provider.
Data sources
Response TimeIQ vs Completion TimeCompletion time is time to last token (TTLT): time to first answer token plus output tokens ÷ throughput (TPS). Drag the input slider (1K–10K tokens) and output slider (100–10K tokens) to see how TTLT changes with the workload.Data: AI IQ methodology, Artificial AnalysisOpen chartResponse TimeIQ vs LatencyLatency is time to first token (TTFT): how long a model takes to begin responding. Drag the input-length slider from 1K to 10K tokens to interpolate between AA's two measured TTFT anchors.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 +24 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 Completion Time vs Cost in 3D3D scatter: X = completion time (time to last token, TTLT; log, faster to the right), Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.Data: Artificial Analysis, ARC Prize, Vals.aiOpen chart