IQ vs Completion Time vs Cost in 3D
3D 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.
IQ vs Completion Time vs Cost in 3D
IQ vs Completion Time vs Cost in 3D
3D 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.
How to read this chart
The 3D scatter combines quality and cost dimensions in one view. Drag the plot to rotate and compare clusters.
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 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 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 chartCostTask EfficiencyEach dot shows the inverse of the effective-cost usage multiplier. Higher means less price-adjusted task work: 2× is about half the median task effort. Source-backed multipliers are preferred; lineage, peer, and 1× fallbacks are labeled in tooltips.Data: Artificial Analysis, ARC Prize, Vals.aiOpen chartResponse TimeIQ vs ThroughputThroughput is median output tokens per second (TPS). Each model's estimated IQ is plotted against how quickly it streams its answer after generation begins.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 chart