Claude Opus 5.5 (High, Default Fallback) vs GPT-5.4 nano (Non-reasoning)
Claude Opus 5.5 (High, Default Fallback) vs GPT-5.4 nano (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.
| Metric | Claude Opus 5.5 (High, Default Fallback) | GPT-5.4 nano (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 53.6 | 11.7 | −78.2% GPT-5.4 nano (Non-rea… is 78.2% less intelligent |
| Total AA cost (lower is better) | $2,172.43 | Not reported | — not comparable |
| End-to-end time (lower is better) | 40.99s | 3.62s | −91.2% GPT-5.4 nano (Non-rea… is 91.2% faster |
| Price per 1M tokens (in / out) | $4.00 / $20.0 | $0.20 / $1.25 | |
| Input modalities | Text, Image | Text, Image |
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/claude-opus-5-5-high/gpt-5-4-nano-non-reasoning · Markdown: /api/v1/compare/claude-opus-5-5-high/gpt-5-4-nano-non-reasoning?format=md · llms.txt · agent skill