GPT-5.4 (Xhigh) vs Nova Pro

GPT-5.4 (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 (Xhigh)Not ranked · benchmark data missing
Intelligence
39.00
Total cost
-
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 (Xhigh)Nova ProDifference
Intelligence (higher is better)39.07.0−82.1% Nova Pro is 82.1% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)131.01s4.90s−96.3% Nova Pro is 96.3% faster
Price per 1M tokens (in / out)$2.50 / $15.0$0.80 / $3.20
Input modalitiesText, ImageText, Image, Video
Open this matchup in the interactive pickerGPT-5.4 (Xhigh): what beats itNova Pro: what beats it
Matchup

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