Claude Sonnet 5 (Xhigh) vs Gemma 4 31B (Non-reasoning)
Claude Sonnet 5 (Xhigh) vs Gemma 4 31B (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 Sonnet 5 (Xhigh) | Gemma 4 31B (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 34.4 | 13.9 | −59.6% Gemma 4 31B (Non-reas… is 59.6% less intelligent |
| Total AA cost (lower is better) | $3,255.40 | Not reported | — not comparable |
| End-to-end time (lower is better) | 30.12s | 9.85s | −67.3% Gemma 4 31B (Non-reas… is 67.3% faster |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $0.17 / $0.40 | |
| Input modalities | Text, Image | Text, Image, Video |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-sonnet-5-xhigh/gemma-4-31b-non-reasoning · Markdown: /api/v1/compare/claude-sonnet-5-xhigh/gemma-4-31b-non-reasoning?format=md · llms.txt · agent skill