Celeris-1 vs DeepSeek V4.1 Flash (Max)
Which is better for the money: Celeris-1 by Celeris or DeepSeek V4.1 Flash (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 V4.1 Flash (Max) scores 33.2 points higher (39.5 vs 6.3) but costs 11× as much to run the benchmark ($672 vs $60.0; premium vs mid-range cost classes). They are not alternatives at one budget: pick DeepSeek V4.1 Flash (Max) when you need intelligence above 6.3, and Celeris-1 when 6.3 is enough.
| Metric | Celeris-1 | DeepSeek V4.1 Flash (Max) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.3 | 39.5 | +527.0% DeepSeek V4.1 Flash (… is 6.3× more intelligent |
| Total AA cost (lower is better) | $59.99 | $671.96 | +1020.1% DeepSeek V4.1 Flash (… is 11× more expensive |
| End-to-end time (lower is better) | 0.87s | 14.92s | +1614.9% DeepSeek V4.1 Flash (… is 1614.9% slower |
| Price per 1M tokens (in / out) | $0.20 / $0.70 | $0.29 / $1.20 | |
| Input modalities | Text, Image | Text, Image |
DeepSeek V4.1 Flash (Max) vs Celeris-1: 527.0% more intelligence, 1020.1% more cost to run the AA benchmark, and 1614.9% 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.
- DeepSeek V4.1 Flash (Max) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
Celeris-1DeepSeek V4.1 Flash (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-v4-1-flash · Markdown: /api/v1/compare/celeris-1/deepseek-v4-1-flash?format=md · llms.txt · agent skill