Celeris-1 vs GPT-5.4 Pro (Xhigh)

Celeris-1 vs GPT-5.4 Pro (Xhigh). A reliable intelligence-versus-cost verdict requires both models' intelligence scores and benchmark-run costs. Missing data is not a performance verdict.

CelerisCeleris-1Off the frontier
Intelligence
6.30
Total cost
$60.0
OpenAIGPT-5.4 Pro (Xhigh)Not ranked · benchmark data missing
Intelligence
-
Total cost
-
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.

MetricCeleris-1GPT-5.4 Pro (Xhigh)Difference
Intelligence (higher is better)6.3Not reported— not comparable
Total AA cost (lower is better)$59.99Not reported— not comparable
End-to-end time (lower is better)0.87sNot reported— not comparable
Price per 1M tokens (in / out)$0.20 / $0.70$30.0 / $180
Input modalitiesText, ImageText, Image
Open this matchup in the interactive pickerCeleris-1: what beats itGPT-5.4 Pro (Xhigh): what beats it
Matchup

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Agents: Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/celeris-1/gpt-5-4-pro · Markdown: /api/v1/compare/celeris-1/gpt-5-4-pro?format=md · llms.txt · agent skill