Gemini 3.8 Flash (High) vs KAT Coder Pro V2

Gemini 3.8 Flash (High) vs KAT Coder Pro V2. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemini 3.8 Flash (High)Off the frontier
Intelligence
40.90
Total cost
$1623
KwaiKATKAT Coder Pro V2Not ranked · benchmark data missing
Intelligence
21.70
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 3.8 Flash (High)KAT Coder Pro V2Difference
Intelligence (higher is better)40.921.7−46.9% KAT Coder Pro V2 is 46.9% less intelligent
Total AA cost (lower is better)$1,622.73Not reported— not comparable
End-to-end time (lower is better)33.13sNot reported— not comparable
Price per 1M tokens (in / out)$0.75 / $3.75—
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemini 3.8 Flash (High): what beats itKAT Coder Pro V2: what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-8-flash/kat-coder-pro-v2 · Markdown: /api/v1/compare/gemini-3-8-flash/kat-coder-pro-v2?format=md · llms.txt · agent skill