Claude 3.7 Sonnet (Non-reasoning) vs Gemma 4 12B (Reasoning)
Claude 3.7 Sonnet (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.
| Metric | Claude 3.7 Sonnet (Non-reasoning) | Gemma 4 12B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 15.3 | 14.2 | −7.2% Gemma 4 12B (Reasonin… is 7.2% less intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | Not reported | 24.15s | — not comparable |
| Price per 1M tokens (in / out) | $3.00 / $15.0 | $0.10 / $0.30 | |
| Input modalities | Text, Image | Text, Image, Speech, Video |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-3-7-sonnet/gemma-4-12b · Markdown: /api/v1/compare/claude-3-7-sonnet/gemma-4-12b?format=md · llms.txt · agent skill