Gemma 4 12B (Non-reasoning) vs GLM-5.3 (Low)

Gemma 4 12B (Non-reasoning) vs GLM-5.3 (Low). 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 (Non-reasoning)GLM-5.3 (Low)Difference
Intelligence (higher is better)9.434.3+264.9% GLM-5.3 (Low) is 3.6× more intelligent
Total AA cost (lower is better)Not reported$1,012.50— not comparable
End-to-end time (lower is better)6.41s31.07s+384.7% GLM-5.3 (Low) is 384.7% slower
Price per 1M tokens (in / out)$0.10 / $0.30$1.40 / $4.40
Input modalitiesText, Image, Speech, VideoText
Matchup

Compare something else

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