Gemma 4 12B (Non-reasoning) vs Kimi K2.7 Code

Gemma 4 12B (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.

GoogleGemma 4 12B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
KimiKimi K2.7 CodeOff the frontier
Intelligence
25.80
Total cost
$993
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)Kimi K2.7 CodeDifference
Intelligence (higher is better)9.425.8+174.5% Kimi K2.7 Code is 2.7× more intelligent
Total AA cost (lower is better)Not reported$992.88— not comparable
End-to-end time (lower is better)6.40s46.45s+625.8% Kimi K2.7 Code is 625.8% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.95 / $4.00
Input modalitiesText, Image, Speech, VideoText, Image, Video
Open this matchup in the interactive pickerGemma 4 12B (Non-reasoning): what beats itKimi K2.7 Code: what beats it
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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b-non-reasoning/kimi-k2-7-code · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/kimi-k2-7-code?format=md · llms.txt · agent skill