GPT-5.4 (Non-reasoning) vs Nova 2.0 Lite (High)
GPT-5.4 (Non-reasoning) vs Nova 2.0 Lite (High). 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.
| Metric | GPT-5.4 (Non-reasoning) | Nova 2.0 Lite (High) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 18.2 | 13.4 | −26.4% Nova 2.0 Lite (High) is 26.4% less intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 7.86s | 30.33s | +285.9% Nova 2.0 Lite (High) is 285.9% slower |
| Price per 1M tokens (in / out) | $2.50 / $15.0 | $0.30 / $2.50 | |
| Input modalities | Text, Image | Text, Image |
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-5-4-non-reasoning/nova-2-0-lite-reasoning · Markdown: /api/v1/compare/gpt-5-4-non-reasoning/nova-2-0-lite-reasoning?format=md · llms.txt · agent skill