Gemini 3.1 Pro Preview vs KAT-Coder-Pro V1

Gemini 3.1 Pro Preview vs KAT-Coder-Pro V1. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
46.50
Total cost
$815
KwaiKATKAT-Coder-Pro V1Not ranked · benchmark data missing
Intelligence
28.30
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.

MetricGemini 3.1 Pro PreviewKAT-Coder-Pro V1Difference
Intelligence (higher is better)46.528.3−39.1% KAT-Coder-Pro V1 is 39.1% less intelligent
Total AA cost (lower is better)$815.11Not reported— not comparable
End-to-end time (lower is better)45.67sNot reported— not comparable
Price per 1M tokens (in / out)$2.00 / $12.0—
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itKAT-Coder-Pro V1: what beats it
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/kat-coder-pro-v1 · Markdown: /api/v1/compare/gemini-3-1-pro-preview/kat-coder-pro-v1?format=md · llms.txt · agent skill