Gemini 2.5 Flash (Reasoning) vs Gemma 4 12B (Non-reasoning)

Gemini 2.5 Flash (Reasoning) vs Gemma 4 12B (Non-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.

MetricGemini 2.5 Flash (Reasoning)Gemma 4 12B (Non-reasoning)Difference
Intelligence (higher is better)13.19.4−28.2% Gemma 4 12B (Non-reas… is 28.2% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)17.17s6.39s−62.8% Gemma 4 12B (Non-reas… is 62.8% faster
Price per 1M tokens (in / out)$0.30 / $2.50$0.10 / $0.30
Input modalitiesText, Image, Speech, VideoText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-2-5-flash-reasoning/gemma-4-12b-non-reasoning · Markdown: /api/v1/compare/gemini-2-5-flash-reasoning/gemma-4-12b-non-reasoning?format=md · llms.txt · agent skill