DeepSeek V4.1 Flash (Max) vs Gemma 4 12B (Non-reasoning)

DeepSeek V4.1 Flash (Max) 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.

MetricDeepSeek V4.1 Flash (Max)Gemma 4 12B (Non-reasoning)Difference
Intelligence (higher is better)39.59.4−76.2% Gemma 4 12B (Non-reas… is 76.2% less intelligent
Total AA cost (lower is better)$671.96Not reported— not comparable
End-to-end time (lower is better)15.37s6.42s−58.2% Gemma 4 12B (Non-reas… is 58.2% faster
Price per 1M tokens (in / out)$0.29 / $1.20$0.10 / $0.30
Input modalitiesText, ImageText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v4-1-flash/gemma-4-12b-non-reasoning · Markdown: /api/v1/compare/deepseek-v4-1-flash/gemma-4-12b-non-reasoning?format=md · llms.txt · agent skill