Gemma 4 12B (Non-reasoning) vs KAT Coder Pro V2

Gemma 4 12B (Non-reasoning) 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.

GoogleGemma 4 12B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
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.

MetricGemma 4 12B (Non-reasoning)KAT Coder Pro V2Difference
Intelligence (higher is better)9.421.7+130.9% KAT Coder Pro V2 is 2.3× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)6.40sNot reported— not comparable
Price per 1M tokens (in / out)$0.10 / $0.30—
Input modalitiesText, Image, Speech, VideoText
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): 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/gemma-4-12b-non-reasoning/kat-coder-pro-v2 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/kat-coder-pro-v2?format=md · llms.txt · agent skill