Gemini 3.8 Flash (Medium) vs KAT-Coder-Pro V1

Gemini 3.8 Flash (Medium) 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 3.8 Flash (Medium)Off the frontier
Intelligence
39.80
Total cost
$1100
KwaiKATKAT-Coder-Pro V1Not ranked · benchmark data missing
Intelligence
18.60
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.

MetricGemini 3.8 Flash (Medium)KAT-Coder-Pro V1Difference
Intelligence (higher is better)39.818.6−53.3% KAT-Coder-Pro V1 is 53.3% less intelligent
Total AA cost (lower is better)$1,100.06Not reported— not comparable
End-to-end time (lower is better)Not reportedNot 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 (Medium): what beats itKAT-Coder-Pro V1: 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-medium/kat-coder-pro-v1 · Markdown: /api/v1/compare/gemini-3-8-flash-medium/kat-coder-pro-v1?format=md · llms.txt · agent skill