Claude Sonnet 4.6 (Non-reasoning, Low) vs GPT-5.4 (Xhigh)
Claude Sonnet 4.6 (Non-reasoning, Low) vs GPT-5.4 (Xhigh). 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 (Non-reasoning, Low) | GPT-5.4 (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 23.3 | 39.0 | +67.4% GPT-5.4 (Xhigh) is 67.4% more intelligent |
| Total AA cost (lower is better) | Not reported | Not reported | — not comparable |
| End-to-end time (lower is better) | 10.79s | 159.65s | +1379.6% GPT-5.4 (Xhigh) is 1379.6% slower |
| Price per 1M tokens (in / out) | $3.00 / $15.0 | $2.50 / $15.0 | |
| 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/claude-sonnet-4-6-non-reasoning-low-effort/gpt-5-4 · Markdown: /api/v1/compare/claude-sonnet-4-6-non-reasoning-low-effort/gpt-5-4?format=md · llms.txt · agent skill