DeepSeek V4 Pro 0813 (Non-reasoning) vs Gemma 4 12B (Reasoning)

DeepSeek V4 Pro 0813 (Non-reasoning) vs Gemma 4 12B (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 Pro 0813 (Non-reasoning)Gemma 4 12B (Reasoning)Difference
Intelligence (higher is better)20.414.2−30.4% Gemma 4 12B (Reasonin… is 30.4% less intelligent
Total AA cost (lower is better)$450.76Not reported— not comparable
End-to-end time (lower is better)6.74s24.02s+256.4% Gemma 4 12B (Reasonin… is 256.4% slower
Price per 1M tokens (in / out)$1.32 / $3.96$0.10 / $0.30
Input modalitiesTextText, 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-pro-non-reasoning/gemma-4-12b · Markdown: /api/v1/compare/deepseek-v4-pro-non-reasoning/gemma-4-12b?format=md · llms.txt · agent skill