Gemma 4 31B (Non-reasoning) vs KAT Coder Pro V2

Gemma 4 31B (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 31B (Non-reasoning)Off the frontier
Intelligence
22.30
Total cost
$32.8
KwaiKATKAT Coder Pro V2Not ranked · benchmark data missing
Intelligence
34.50
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 31B (Non-reasoning)KAT Coder Pro V2Difference
Intelligence (higher is better)22.334.5+54.7% KAT Coder Pro V2 is 54.7% more intelligent
Total AA cost (lower is better)$32.80Not reported— not comparable
End-to-end time (lower is better)10.29s6.47s−37.1% KAT Coder Pro V2 is 37.1% faster
Price per 1M tokens (in / out)$0.15 / $0.40$0.30 / $1.20
Input modalitiesNot reportedNot reported
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itKAT Coder Pro V2: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/kat-coder-pro-v2 · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/kat-coder-pro-v2?format=md · llms.txt · agent skill