DeepSeek V4 Flash 0731 (Max) vs Gemma 4 12B (Non-reasoning)

DeepSeek V4 Flash 0731 (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.

DeepSeekDeepSeek V4 Flash 0731 (Max)Off the frontier
Intelligence
34.30
Total cost
$200
GoogleGemma 4 12B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
9.40
Total cost
-
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 Flash 0731 (Max)Gemma 4 12B (Non-reasoning)Difference
Intelligence (higher is better)34.39.4−72.6% Gemma 4 12B (Non-reas… is 72.6% less intelligent
Total AA cost (lower is better)$199.63Not reported— not comparable
End-to-end time (lower is better)18.12s6.41s−64.6% Gemma 4 12B (Non-reas… is 64.6% faster
Price per 1M tokens (in / out)$0.14 / $0.28$0.10 / $0.30
Input modalitiesTextText, Image, Speech, Video
Open this matchup in the interactive pickerDeepSeek V4 Flash 0731 (Max): what beats itGemma 4 12B (Non-reasoning): what beats it
Matchup

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