GPT-5.4 (Xhigh) vs GPT-6 Luna (Non-reasoning)

GPT-5.4 (Xhigh) vs GPT-6 Luna (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.

MetricGPT-5.4 (Xhigh)GPT-6 Luna (Non-reasoning)Difference
Intelligence (higher is better)39.018.5−52.6% GPT-6 Luna (Non-reaso… is 52.6% less intelligent
Total AA cost (lower is better)Not reported$19.16— not comparable
End-to-end time (lower is better)152.61s5.09s−96.7% GPT-6 Luna (Non-reaso… is 96.7% faster
Price per 1M tokens (in / out)$2.50 / $15.0$0.10 / $0.50
Input modalitiesText, ImageText, Image
Matchup

Compare something else

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