IQ vs End-to-End Response Time
Each 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.
IQ vs End-to-End Response Time
IQ vs End-to-End Response Time
Each 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.
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Each 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 sources
Response 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 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 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 chartResponse TimeAnimating Speed over IQ vs CostX = Effective Cost/1M I/O Tokens (log). Y = IQ. Spin rate = speed.Data: AI IQ methodology, Artificial AnalysisOpen chart