GPT-5.4 nano (Medium) vs Nova 2.0 Lite (Non-reasoning)

GPT-5.4 nano (Medium) vs Nova 2.0 Lite (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 (Medium)Nova 2.0 Lite (Non-reasoning)Difference
Intelligence (higher is better)20.08.7−56.5% Nova 2.0 Lite (Non-re… is 56.5% less intelligent
Total AA cost (lower is better)Not reportedNot reported— not comparable
End-to-end time (lower is better)8.36s3.90s−53.3% Nova 2.0 Lite (Non-re… is 53.3% faster
Price per 1M tokens (in / out)$0.20 / $1.25$0.30 / $2.50
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-nano-medium/nova-2-0-lite · Markdown: /api/v1/compare/gpt-5-4-nano-medium/nova-2-0-lite?format=md · llms.txt · agent skill