Gemma 4 31B (Non-reasoning) vs Kimi K2.7 Code

Gemma 4 31B (Non-reasoning) vs Kimi K2.7 Code. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

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)Kimi K2.7 CodeDifference
Intelligence (higher is better)13.925.8+85.6% Kimi K2.7 Code is 85.6% more intelligent
Total AA cost (lower is better)Not reported$992.88— not comparable
End-to-end time (lower is better)11.10s46.75s+321.2% Kimi K2.7 Code is 321.2% slower
Price per 1M tokens (in / out)$0.17 / $0.40$0.95 / $4.00
Input modalitiesText, Image, VideoText, Image, Video
Matchup

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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/kimi-k2-7-code · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/kimi-k2-7-code?format=md · llms.txt · agent skill