GPT-5.4 nano (Xhigh) vs Nova 2.0 Pro Preview (Non-reasoning)

GPT-5.4 nano (Xhigh) vs Nova 2.0 Pro Preview (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 nano (Xhigh)Nova 2.0 Pro Preview (Non-reasoning)Difference
Intelligence (higher is better)20.710.0−51.7% Nova 2.0 Pro Preview … is 51.7% less intelligent
Total AA cost (lower is better)$331.24Not reported— not comparable
End-to-end time (lower is better)53.29s5.43s−89.8% Nova 2.0 Pro Preview … is 89.8% faster
Price per 1M tokens (in / out)$0.20 / $1.25$1.25 / $10.0
Input modalitiesText, ImageText, Image
Matchup

Compare something else

Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-nano/nova-2-0-pro · Markdown: /api/v1/compare/gpt-5-4-nano/nova-2-0-pro?format=md · llms.txt · agent skill