Claude Opus 5 (Medium) vs Gemma 4 E2B (Non-reasoning)

Claude Opus 5 (Medium) vs Gemma 4 E2B (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 (Medium)Gemma 4 E2B (Non-reasoning)Difference
Intelligence (higher is better)44.86.5−85.5% Gemma 4 E2B (Non-reas… is 85.5% less intelligent
Total AA cost (lower is better)$2,731.91Not reported— not comparable
End-to-end time (lower is better)13.14sNot reported— not comparable
Price per 1M tokens (in / out)$5.00 / $25.0—
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-medium/gemma-4-e2b-non-reasoning · Markdown: /api/v1/compare/claude-opus-5-medium/gemma-4-e2b-non-reasoning?format=md · llms.txt · agent skill