Gemma 4 12B (Reasoning) vs GLM-5.3 (Max)

Gemma 4 12B (Reasoning) vs GLM-5.3 (Max). 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.

MetricGemma 4 12B (Reasoning)GLM-5.3 (Max)Difference
Intelligence (higher is better)14.244.8+215.5% GLM-5.3 (Max) is 3.2× more intelligent
Total AA cost (lower is better)Not reported$2,503.48— not comparable
End-to-end time (lower is better)24.15s28.79s+19.2% GLM-5.3 (Max) is 19.2% slower
Price per 1M tokens (in / out)$0.10 / $0.30$1.40 / $4.40
Input modalitiesText, Image, Speech, VideoText
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-12b/glm-5-3 · Markdown: /api/v1/compare/gemma-4-12b/glm-5-3?format=md · llms.txt · agent skill