Claude Opus 5 (Medium) vs Gemma 4 12B (Non-reasoning)
Claude Opus 5 (Medium) 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.
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 Opus 5 (Medium) | Gemma 4 12B (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 44.8 | 9.4 | −79.0% Gemma 4 12B (Non-reas… is 79.0% less intelligent |
| Total AA cost (lower is better) | $2,731.91 | Not reported | — not comparable |
| End-to-end time (lower is better) | 12.79s | 6.42s | −49.8% Gemma 4 12B (Non-reas… is 49.8% faster |
| Price per 1M tokens (in / out) | $5.00 / $25.0 | $0.10 / $0.30 | |
| Input modalities | Text, Image | Text, Image, Speech, Video |
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-opus-5-medium/gemma-4-12b-non-reasoning · Markdown: /api/v1/compare/claude-opus-5-medium/gemma-4-12b-non-reasoning?format=md · llms.txt · agent skill