Celeris-1 vs DeepSeek V4 Flash 0731 (Max)
Which is better for the money: Celeris-1 by Celeris or DeepSeek V4 Flash 0731 (Max) by DeepSeek? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
DeepSeek V4 Flash 0731 (Max) scores 28.0 points higher (34.3 vs 6.3) but costs 3.3× as much to run the benchmark ($200 vs $60.0; both mid-range class). They are not alternatives at one budget: pick DeepSeek V4 Flash 0731 (Max) when you need intelligence above 6.3, and Celeris-1 when 6.3 is enough.
| Metric | Celeris-1 | DeepSeek V4 Flash 0731 (Max) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.3 | 34.3 | +444.4% DeepSeek V4 Flash 073… is 5.4× more intelligent |
| Total AA cost (lower is better) | $59.99 | $199.63 | +232.8% DeepSeek V4 Flash 073… is 3.3× more expensive |
| End-to-end time (lower is better) | 0.87s | 17.91s | +1958.6% DeepSeek V4 Flash 073… is 1958.6% slower |
| Price per 1M tokens (in / out) | $0.20 / $0.70 | $0.14 / $0.28 | |
| Input modalities | Text, Image | Text |
DeepSeek V4 Flash 0731 (Max) vs Celeris-1: 444.4% more intelligence, 232.8% more cost to run the AA benchmark, and 1958.6% 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.
- DeepSeek V4 Flash 0731 (Max) is off the frontier: at the same or lower cost, Claude Haiku 5.5 (Xhigh) scores 41.20 for $158.
Celeris-1DeepSeek V4 Flash 0731 (Max)Today's Pareto frontierOpen-weights 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/deepseek-v4-flash · Markdown: /api/v1/compare/celeris-1/deepseek-v4-flash?format=md · llms.txt · agent skill