Celeris-1 vs GPT-6 Astra (Xhigh)
Which is better for the money: Celeris-1 by Celeris or GPT-6 Astra (Xhigh) by OpenAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
GPT-6 Astra (Xhigh) scores 46.1 points higher (52.4 vs 6.3) but costs 63× as much to run the benchmark ($3803 vs $60.0; flagship vs mid-range cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Xhigh) when you need intelligence above 6.3, and Celeris-1 when 6.3 is enough.
| Metric | Celeris-1 | GPT-6 Astra (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.3 | 52.4 | +731.7% GPT-6 Astra (Xhigh) is 8.3× more intelligent |
| Total AA cost (lower is better) | $59.99 | $3,802.98 | +6239.4% GPT-6 Astra (Xhigh) is 63× more expensive |
| End-to-end time (lower is better) | 0.86s | 169.60s | +19620.9% GPT-6 Astra (Xhigh) is 19620.9% slower |
| Price per 1M tokens (in / out) | $0.20 / $0.70 | $10.0 / $50.0 | |
| Input modalities | Text, Image | Text, Image |
GPT-6 Astra (Xhigh) vs Celeris-1: 731.7% more intelligence, 6239.4% more cost to run the AA benchmark, and 19620.9% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Celeris-1 is off the frontier: at the same or lower cost, Claude Haiku 5.5 (Medium) scores 34.50 for $56.4.
- GPT-6 Astra (Xhigh) is off the frontier: at the same or lower cost, Kimi K3.1 Pro scores 55.10 for $3117.
Celeris-1GPT-6 Astra (Xhigh)Today's Pareto frontierEvery other model
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/celeris-1/gpt-6-astra-xhigh · Markdown: /api/v1/compare/celeris-1/gpt-6-astra-xhigh?format=md · llms.txt · agent skill