Gemma 4 12B (Non-reasoning) vs Kimi K2.6 (Reasoning)

Gemma 4 12B (Non-reasoning) vs Kimi K2.6 (Reasoning). 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 12B (Non-reasoning)Kimi K2.6 (Reasoning)Difference
Intelligence (higher is better)9.427.0+187.2% Kimi K2.6 (Reasoning) is 2.9× more intelligent
Total AA cost (lower is better)Not reported$1,528.20— not comparable
End-to-end time (lower is better)6.41s54.37s+748.2% Kimi K2.6 (Reasoning) is 748.2% slower
Price per 1M tokens (in / out)$0.10 / $0.30$0.95 / $4.00
Input modalitiesText, Image, Speech, 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-4-12b-non-reasoning/kimi-k2-6 · Markdown: /api/v1/compare/gemma-4-12b-non-reasoning/kimi-k2-6?format=md · llms.txt · agent skill