KAT Coder Pro V2 vs Mistral Medium 3.1

KAT Coder Pro V2 vs Mistral Medium 3.1. 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 V2Not ranked · benchmark data missing
Intelligence
21.70
Total cost
-
MistralMistral Medium 3.1Off the frontier
Intelligence
9.20
Total cost
$406
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 V2Mistral Medium 3.1Difference
Intelligence (higher is better)21.79.2−57.6% Mistral Medium 3.1 is 57.6% less intelligent
Total AA cost (lower is better)Not reported$405.87— not comparable
End-to-end time (lower is better)Not reported5.93s— not comparable
Price per 1M tokens (in / out)$0.30 / $1.20$0.40 / $2.00
Input modalitiesTextText, Image
Open this matchup in the interactive pickerKAT Coder Pro V2: what beats itMistral Medium 3.1: 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-v2/mistral-medium-3-1 · Markdown: /api/v1/compare/kat-coder-pro-v2/mistral-medium-3-1?format=md · llms.txt · agent skill