GPT-5.6 Luna (Non-reasoning) vs Ring-2.6-1T
Which is better for the money: GPT-5.6 Luna (Non-reasoning) by OpenAI or Ring-2.6-1T by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-26.
Trade-off
Verdict
Depends on your budget
Ring-2.6-1T scores 1.1 points higher (16.6 vs 15.5) but costs 25× as much to run the benchmark ($576 vs $23.0; premium vs budget cost classes). They are not alternatives at one budget: pick Ring-2.6-1T when you need intelligence above 15.5, and GPT-5.6 Luna (Non-reasoning) when 15.5 is enough.
| Metric | GPT-5.6 Luna (Non-reasoning) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 15.5 | 16.6 | +7.1% Ring-2.6-1T is 7.1% more intelligent |
| Total AA cost (lower is better) | $22.97 | $575.60 | +2405.9% Ring-2.6-1T is 25× more expensive |
| End-to-end time (lower is better) | 5.06s | 24.22s | +378.7% Ring-2.6-1T is 378.7% slower |
| Price per 1M tokens (in / out) | $0.20 / $1.20 | $0.30 / $2.50 | |
| Input modalities | Text, Image | Text |
Ring-2.6-1T vs GPT-5.6 Luna (Non-reasoning): 7.1% more intelligence, 2405.9% more cost to run the AA benchmark, and 378.7% slower end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-5.6 Luna (Non-reasoning) 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-5.6 Luna (Non-reasoning)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-5-6-luna-non-reasoning/ring-2-6-1t · Markdown: /api/v1/compare/gpt-5-6-luna-non-reasoning/ring-2-6-1t?format=md · llms.txt · agent skill