DeepSeek V3 (Dec '24) vs Ring-2.6-1T
Which is better for the money: DeepSeek V3 (Dec '24) by DeepSeek or Ring-2.6-1T by InclusionAI? 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
Ring-2.6-1T scores 8.1 points higher (16.6 vs 8.5) but costs 23× as much to run the benchmark ($576 vs $25.4; premium vs budget cost classes). They are not alternatives at one budget: pick Ring-2.6-1T when you need intelligence above 8.5, and DeepSeek V3 (Dec '24) when 8.5 is enough.
| Metric | DeepSeek V3 (Dec '24) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 8.5 | 16.6 | +95.3% Ring-2.6-1T is 95.3% more intelligent |
| Total AA cost (lower is better) | $25.37 | $575.60 | +2168.8% Ring-2.6-1T is 23× more expensive |
| End-to-end time (lower is better) | 10.23s | 24.04s | +135.0% Ring-2.6-1T is 135.0% slower |
| Price per 1M tokens (in / out) | $0.32 / $0.89 | $0.30 / $2.50 | |
| Input modalities | Text | Text |
Ring-2.6-1T vs DeepSeek V3 (Dec '24): 95.3% more intelligence, 2168.8% more cost to run the AA benchmark, and 135.0% slower end-to-end.
Today's Pareto frontier
Against the frontier
- DeepSeek V3 (Dec '24) is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
- Ring-2.6-1T is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
DeepSeek V3 (Dec '24)Ring-2.6-1TToday'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/deepseek-v3/ring-2-6-1t · Markdown: /api/v1/compare/deepseek-v3/ring-2-6-1t?format=md · llms.txt · agent skill