Claude Sonnet 4.6 (Max) vs GPT-5.4 nano (Medium)
Claude Sonnet 4.6 (Max) vs GPT-5.4 nano (Medium). 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 Sonnet 4.6 (Max) | GPT-5.4 nano (Medium) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 30.1 | 20.0 | −33.6% GPT-5.4 nano (Medium) is 33.6% less intelligent |
| Total AA cost (lower is better) | $4,924.80 | Not reported | — not comparable |
| End-to-end time (lower is better) | 148.96s | 10.55s | −92.9% GPT-5.4 nano (Medium) is 92.9% faster |
| Price per 1M tokens (in / out) | $3.00 / $15.0 | $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-sonnet-4-6-adaptive/gpt-5-4-nano-medium · Markdown: /api/v1/compare/claude-sonnet-4-6-adaptive/gpt-5-4-nano-medium?format=md · llms.txt · agent skill