IQ vs Speed vs Cost in 3D
3D scatter: X = response time (log, faster to the right), Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.
IQ vs Speed vs Cost in 3D
IQ vs Speed vs Cost in 3D
3D scatter: X = response time (log, faster to the right), Y = IQ, Z = effective cost (log). Color = provider. Drag to rotate.
Controls:
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 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 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 Throughput (Tokens Per Second)Each model's estimated IQ plotted against its median output speed in tokens per secondData: 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 chart