Gemini 3.1 Pro Preview vs Gemma 4 E2B (Reasoning)

Gemini 3.1 Pro Preview vs Gemma 4 E2B (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 3.1 Pro PreviewGemma 4 E2B (Reasoning)Difference
Intelligence (higher is better)30.47.8−74.3% Gemma 4 E2B (Reasonin… is 74.3% less intelligent
Total AA cost (lower is better)$1,310.21Not reported— not comparable
End-to-end time (lower is better)31.47sNot reported— not comparable
Price per 1M tokens (in / out)$2.00 / $12.0—
Input modalitiesNot reportedNot reported
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-e2b · Markdown: /api/v1/compare/gemini-3-1-pro-preview/gemma-4-e2b?format=md · llms.txt · agent skill