GPT-5.4 mini (Non-reasoning) vs Muse Ember (Xhigh)
GPT-5.4 mini (Non-reasoning) vs Muse Ember (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 | GPT-5.4 mini (Non-reasoning) | Muse Ember (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | Not reported | 34.1 | — not comparable |
| Total AA cost (lower is better) | Not reported | $95.73 | — not comparable |
| End-to-end time (lower is better) | 4.20s | 9.48s | +125.7% Muse Ember (Xhigh) is 125.7% slower |
| Price per 1M tokens (in / out) | $0.75 / $4.50 | $0.10 / $0.50 | |
| 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-mini-non-reasoning/muse-ember-xhigh · Markdown: /api/v1/compare/gpt-5-4-mini-non-reasoning/muse-ember-xhigh?format=md · llms.txt · agent skill