GPT-6 Luna (Non-reasoning) vs Ring-2.6-1T
Which is better for the money: GPT-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.
Clear winner
Verdict
Pick GPT-6 Luna (Non-reasoning)
Ring-2.6-1T vs GPT-6 Luna (Non-reasoning): 10.3% less intelligence, 2904.2% more cost to run the AA benchmark, and 374.9% slower end-to-end.
| Metric | GPT-6 Luna (Non-reasoning) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 18.5 | 16.6 | −10.3% Ring-2.6-1T is 10.3% less intelligent |
| Total AA cost (lower is better) | $19.16 | $575.60 | +2904.2% Ring-2.6-1T is 30× more expensive |
| End-to-end time (lower is better) | 5.09s | 24.17s | +374.9% Ring-2.6-1T is 374.9% slower |
| Price per 1M tokens (in / out) | $0.10 / $0.50 | $0.30 / $2.50 | |
| Input modalities | Text, Image | Text |
Today's Pareto frontier
Against the frontier
- GPT-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-6 Luna (Non-reasoning)Ring-2.6-1TToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
Compare something else
Agents:
Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-luna-non-reasoning/ring-2-6-1t · Markdown: /api/v1/compare/gpt-6-luna-non-reasoning/ring-2-6-1t?format=md · llms.txt · agent skill