Gemma 4 31B (Non-reasoning) vs GLM-4.6 (Reasoning)

Gemma 4 31B (Non-reasoning) vs GLM-4.6 (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.

MetricGemma 4 31B (Non-reasoning)GLM-4.6 (Reasoning)Difference
Intelligence (higher is better)13.918.5+33.1% GLM-4.6 (Reasoning) is 33.1% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)10.63s79.13s+644.4% GLM-4.6 (Reasoning) is 644.4% slower
Price per 1M tokens (in / out)$0.17 / $0.40$0.55 / $2.20
Input modalitiesText, Image, VideoText
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/glm-4-6-reasoning · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/glm-4-6-reasoning?format=md · llms.txt · agent skill