Claude Opus 5.5 (Low, Default Fallback) vs Gemma 4 E4B (Non-reasoning)

Claude Opus 5.5 (Low, Default Fallback) vs Gemma 4 E4B (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.

MetricClaude Opus 5.5 (Low, Default Fallback)Gemma 4 E4B (Non-reasoning)Difference
Intelligence (higher is better)42.37.5−82.3% Gemma 4 E4B (Non-reas… is 82.3% less intelligent
Total AA cost (lower is better)$860.33Not reported— not comparable
End-to-end time (lower is better)12.48s11.87s−4.9% Gemma 4 E4B (Non-reas… is 4.9% faster
Price per 1M tokens (in / out)$4.00 / $20.0$0.02 / $0.10
Input modalitiesText, ImageText, Image, Speech, Video
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-opus-5-5-low/gemma-4-e4b-non-reasoning · Markdown: /api/v1/compare/claude-opus-5-5-low/gemma-4-e4b-non-reasoning?format=md · llms.txt · agent skill