gpt-oss-20b (High) vs Ring-2.6-1T
Which is better for the money: gpt-oss-20b (High) by OpenAI 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 7.6 points higher (16.6 vs 9.0) but costs 20× as much to run the benchmark ($576 vs $28.8; premium vs budget cost classes). They are not alternatives at one budget: pick Ring-2.6-1T when you need intelligence above 9.0, and gpt-oss-20b (High) when 9.0 is enough.
| Metric | gpt-oss-20b (High) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 9.0 | 16.6 | +84.4% Ring-2.6-1T is 84.4% more intelligent |
| Total AA cost (lower is better) | $28.81 | $575.60 | +1897.9% Ring-2.6-1T is 20× more expensive |
| End-to-end time (lower is better) | 15.23s | 24.04s | +57.8% Ring-2.6-1T is 57.8% slower |
| Price per 1M tokens (in / out) | $0.05 / $0.22 | $0.30 / $2.50 | |
| Input modalities | Text | Text |
Ring-2.6-1T vs gpt-oss-20b (High): 84.4% more intelligence, 1897.9% more cost to run the AA benchmark, and 57.8% slower end-to-end.
Today's Pareto frontier
Against the frontier
- gpt-oss-20b (High) 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.
gpt-oss-20b (High)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/gpt-oss-20b/ring-2-6-1t · Markdown: /api/v1/compare/gpt-oss-20b/ring-2-6-1t?format=md · llms.txt · agent skill