GPT-5.4 mini (Xhigh) vs Nova Pro

GPT-5.4 mini (Xhigh) vs Nova Pro. A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

OpenAIGPT-5.4 mini (Xhigh)Off the frontier
Intelligence
24.10
Total cost
$1524
AmazonNova ProNot ranked · benchmark data missing
Intelligence
7.00
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.

MetricGPT-5.4 mini (Xhigh)Nova ProDifference
Intelligence (higher is better)24.17.0−71.0% Nova Pro is 71.0% less intelligent
Total AA cost (lower is better)$1,524.02Not reported— not comparable
End-to-end time (lower is better)115.72s4.90s−95.8% Nova Pro is 95.8% faster
Price per 1M tokens (in / out)$0.75 / $4.50$0.80 / $3.20
Input modalitiesText, ImageText, Image, Video
Open this matchup in the interactive pickerGPT-5.4 mini (Xhigh): what beats itNova Pro: what beats it
Matchup

Compare something else

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