Claude Opus 5 (Medium) vs GPT-5.4 (Non-reasoning)

Claude Opus 5 (Medium) 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.

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.

MetricClaude Opus 5 (Medium)GPT-5.4 (Non-reasoning)Difference
Intelligence (higher is better)44.818.2−59.4% GPT-5.4 (Non-reasonin… is 59.4% less intelligent
Total AA cost (lower is better)$2,731.91Not reported— not comparable
End-to-end time (lower is better)12.79s7.63s−40.3% GPT-5.4 (Non-reasonin… is 40.3% faster
Price per 1M tokens (in / out)$5.00 / $25.0$2.50 / $15.0
Input modalitiesText, ImageText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-opus-5-medium/gpt-5-4-non-reasoning · Markdown: /api/v1/compare/claude-opus-5-medium/gpt-5-4-non-reasoning?format=md · llms.txt · agent skill