Gemini 3.1 Pro Preview vs Gemma 4 12B (Reasoning)

Gemini 3.1 Pro Preview 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.

GoogleGemini 3.1 Pro PreviewOff the frontier
Intelligence
29.70
Total cost
$1935
GoogleGemma 4 12B (Reasoning)Not ranked · benchmark data missing
Intelligence
14.20
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.

MetricGemini 3.1 Pro PreviewGemma 4 12B (Reasoning)Difference
Intelligence (higher is better)29.714.2−52.2% Gemma 4 12B (Reasonin… is 52.2% less intelligent
Total AA cost (lower is better)$1,935.39Not reported— not comparable
End-to-end time (lower is better)24.47s24.02s−1.8% Gemma 4 12B (Reasonin… is 1.8% faster
Price per 1M tokens (in / out)$2.00 / $12.0$0.10 / $0.30
Input modalitiesText, Image, Speech, VideoText, Image, Speech, Video
Open this matchup in the interactive pickerGemini 3.1 Pro Preview: what beats itGemma 4 12B (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/gemini-3-1-pro-preview/gemma-4-12b · Markdown: /api/v1/compare/gemini-3-1-pro-preview/gemma-4-12b?format=md · llms.txt · agent skill