GPT-5.4 (Non-reasoning) vs Beam 1.0
GPT-5.4 (Non-reasoning) vs Beam 1.0. 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) | Beam 1.0 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 18.2 | 30.3 | +66.5% Beam 1.0 is 66.5% more intelligent |
| Total AA cost (lower is better) | Not reported | $318.73 | — not comparable |
| End-to-end time (lower is better) | 7.84s | 7.79s | −0.6% Beam 1.0 is 0.6% faster |
| Price per 1M tokens (in / out) | $2.50 / $15.0 | $0.40 / $1.20 | |
| Input modalities | Text, Image | Text |
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/reflection-beam · Markdown: /api/v1/compare/gpt-5-4-non-reasoning/reflection-beam?format=md · llms.txt · agent skill