Claude Opus 4.7 (Non-reasoning, High) vs Gemma 4 E4B (Reasoning)
Claude Opus 4.7 (Non-reasoning, High) vs Gemma 4 E4B (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 4.7 (Non-reasoning, High) | Gemma 4 E4B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 30.9 | 8.9 | −71.2% Gemma 4 E4B (Reasonin… is 71.2% less intelligent |
| Total AA cost (lower is better) | Not reported | $14.68 | — not comparable |
| End-to-end time (lower is better) | 11.72s | 57.75s | +392.7% Gemma 4 E4B (Reasonin… is 392.7% slower |
| Price per 1M tokens (in / out) | $5.00 / $25.0 | $0.02 / $0.10 | |
| 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-4-7-non-reasoning/gemma-4-e4b · Markdown: /api/v1/compare/claude-opus-4-7-non-reasoning/gemma-4-e4b?format=md · llms.txt · agent skill