Gemma 4 31B (Non-reasoning) vs GLM-5.1 (Reasoning)

Gemma 4 31B (Non-reasoning) vs GLM-5.1 (Reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

GoogleGemma 4 31B (Non-reasoning)Not ranked · benchmark data missing
Intelligence
13.90
Total cost
-
Z AIGLM-5.1 (Reasoning)Off the frontier
Intelligence
26.10
Total cost
$1487
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-5.1 (Reasoning)Difference
Intelligence (higher is better)13.926.1+87.8% GLM-5.1 (Reasoning) is 87.8% more intelligent
Total AA cost (lower is better)Not reported$1,486.78— not comparable
End-to-end time (lower is better)11.00s60.66s+451.5% GLM-5.1 (Reasoning) is 451.5% slower
Price per 1M tokens (in / out)$0.17 / $0.40$1.28 / $4.07
Input modalitiesText, Image, VideoText
Open this matchup in the interactive pickerGemma 4 31B (Non-reasoning): what beats itGLM-5.1 (Reasoning): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemma-4-31b-non-reasoning/glm-5-1 · Markdown: /api/v1/compare/gemma-4-31b-non-reasoning/glm-5-1?format=md · llms.txt · agent skill