KAT-Coder-Pro V1 vs Step 3.5 Flash

KAT-Coder-Pro V1 vs Step 3.5 Flash. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

KwaiKATKAT-Coder-Pro V1Not ranked · benchmark data missing
Intelligence
18.60
Total cost
-
StepFunStep 3.5 FlashNot ranked · benchmark data missing
Intelligence
16.60
Total cost
-
Verdict

Comparison incomplete

A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

MetricKAT-Coder-Pro V1Step 3.5 FlashDifference
Intelligence (higher is better)18.616.6−10.8% Step 3.5 Flash is 10.8% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)Not reported20.68s— not comparable
Price per 1M tokens (in / out)—$0.10 / $0.30
Input modalitiesTextText
Open this matchup in the interactive pickerKAT-Coder-Pro V1: what beats itStep 3.5 Flash: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/kat-coder-pro-v1/step-3-5-flash-0202 · Markdown: /api/v1/compare/kat-coder-pro-v1/step-3-5-flash-0202?format=md · llms.txt · agent skill