Celeris-1 vs GPT-6 Luna (High)
Which is better for the money: Celeris-1 by Celeris or GPT-6 Luna (High) by OpenAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Clear winner
Verdict
Pick GPT-6 Luna (High)
GPT-6 Luna (High) vs Celeris-1: 422.2% more intelligence, 20.2% less cost to run the AA benchmark, and 1337.9% slower end-to-end.
| Metric | Celeris-1 | GPT-6 Luna (High) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.3 | 32.9 | +422.2% GPT-6 Luna (High) is 5.2× more intelligent |
| Total AA cost (lower is better) | $59.99 | $47.85 | −20.2% GPT-6 Luna (High) is 20.2% cheaper |
| End-to-end time (lower is better) | 0.87s | 12.51s | +1337.9% GPT-6 Luna (High) is 1337.9% slower |
| Price per 1M tokens (in / out) | $0.20 / $0.70 | $0.10 / $0.50 | |
| Input modalities | Text, Image | Text, Image |
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 Luna (High) is on today's frontier: nothing is both smarter and cheaper.
Celeris-1GPT-6 Luna (High)Today's Pareto frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/celeris-1/gpt-6-luna-high · Markdown: /api/v1/compare/celeris-1/gpt-6-luna-high?format=md · llms.txt · agent skill