Claude Opus 4.7 (Max) vs Gemma 4 12B (Reasoning)

Claude Opus 4.7 (Max) vs Gemma 4 12B (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 4.7 (Max)Gemma 4 12B (Reasoning)Difference
Intelligence (higher is better)40.714.2−65.1% Gemma 4 12B (Reasonin… is 65.1% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)33.94s24.02s−29.2% Gemma 4 12B (Reasonin… is 29.2% faster
Price per 1M tokens (in / out)$5.00 / $25.0$0.10 / $0.30
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-4-7/gemma-4-12b · Markdown: /api/v1/compare/claude-opus-4-7/gemma-4-12b?format=md · llms.txt · agent skill