GLM-5.2 (Max) vs GPT-5.4 (Non-reasoning)

GLM-5.2 (Max) vs GPT-5.4 (Non-reasoning). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

Z AIGLM-5.2 (Max)Off the frontier
Intelligence
33.70
Total cost
$2097
OpenAIGPT-5.4 (Non-reasoning)Not ranked · benchmark data missing
Intelligence
18.20
Total cost
-
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-5.2 (Max)GPT-5.4 (Non-reasoning)Difference
Intelligence (higher is better)33.718.2−46.0% GPT-5.4 (Non-reasonin… is 46.0% less intelligent
Total AA cost (lower is better)$2,097.29Not reported— not comparable
End-to-end time (lower is better)28.14s7.59s−73.0% GPT-5.4 (Non-reasonin… is 73.0% faster
Price per 1M tokens (in / out)$1.40 / $4.40$2.50 / $15.0
Input modalitiesTextText, Image
Open this matchup in the interactive pickerGLM-5.2 (Max): what beats itGPT-5.4 (Non-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/glm-5-2/gpt-5-4-non-reasoning · Markdown: /api/v1/compare/glm-5-2/gpt-5-4-non-reasoning?format=md · llms.txt · agent skill