GLM-4.6V (Non-reasoning) vs GPT-5.4 nano (Xhigh)

GLM-4.6V (Non-reasoning) vs GPT-5.4 nano (Xhigh). 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 (Non-reasoning)GPT-5.4 nano (Xhigh)Difference
Intelligence (higher is better)8.420.7+146.4% GPT-5.4 nano (Xhigh) is 2.5× more intelligent
Total AA cost (lower is better)Not reported$331.24— not comparable
End-to-end time (lower is better)9.05s80.67s+791.4% GPT-5.4 nano (Xhigh) is 791.4% slower
Price per 1M tokens (in / out)$0.30 / $0.90$0.20 / $1.25
Input modalitiesText, ImageText, Image
Matchup

Compare something else

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