DeepSeek V3.1 (Reasoning) vs GLM-5.2 (Non-reasoning)

DeepSeek V3.1 (Reasoning) vs GLM-5.2 (Non-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.

MetricDeepSeek V3.1 (Reasoning)GLM-5.2 (Non-reasoning)Difference
Intelligence (higher is better)13.522.4+65.9% GLM-5.2 (Non-reasonin… is 65.9% more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)23.64s3.91s−83.5% GLM-5.2 (Non-reasonin… is 83.5% faster
Price per 1M tokens (in / out)$0.58 / $1.68$1.40 / $4.40
Input modalitiesTextText
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/deepseek-v3-1-reasoning/glm-5-2-non-reasoning · Markdown: /api/v1/compare/deepseek-v3-1-reasoning/glm-5-2-non-reasoning?format=md · llms.txt · agent skill