GLM-4.6V (Reasoning) vs GLM-5.1 (Non-reasoning)

GLM-4.6V (Reasoning) vs GLM-5.1 (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.

MetricGLM-4.6V (Reasoning)GLM-5.1 (Non-reasoning)Difference
Intelligence (higher is better)11.224.2+116.1% GLM-5.1 (Non-reasonin… is 2.2× more intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)33.79s9.14s−73.0% GLM-5.1 (Non-reasonin… is 73.0% faster
Price per 1M tokens (in / out)$0.30 / $0.90$1.38 / $4.40
Input modalitiesText, ImageText
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/glm-4-6v-reasoning/glm-5-1-non-reasoning · Markdown: /api/v1/compare/glm-4-6v-reasoning/glm-5-1-non-reasoning?format=md · llms.txt · agent skill