GPT-6 Astra (Max) vs Ring-2.6-1T
Which is better for the money: GPT-6 Astra (Max) 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
GPT-6 Astra (Max) scores 36.1 points higher (52.7 vs 16.6) but costs 9.2× as much to run the benchmark ($5324 vs $576; flagship vs premium cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Max) when you need intelligence above 16.6, and Ring-2.6-1T when 16.6 is enough.
| Metric | GPT-6 Astra (Max) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 52.7 | 16.6 | −68.5% Ring-2.6-1T is 68.5% less intelligent |
| Total AA cost (lower is better) | $5,324.10 | $575.60 | −89.2% Ring-2.6-1T is 89.2% cheaper |
| End-to-end time (lower is better) | 280.51s | 24.47s | −91.3% Ring-2.6-1T is 91.3% faster |
| Price per 1M tokens (in / out) | $10.0 / $50.0 | $0.30 / $2.50 | |
| Input modalities | Text, Image | Text |
Ring-2.6-1T vs GPT-6 Astra (Max): 68.5% less intelligence, 89.2% less cost to run the AA benchmark, and 91.3% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Astra (Max) is off the frontier: at the same or lower cost, Claude Opus 5.5 (Xhigh, Default Fallback) scores 56.00 for $4057.
- 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 Astra (Max)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-6-astra/ring-2-6-1t · Markdown: /api/v1/compare/gpt-6-astra/ring-2-6-1t?format=md · llms.txt · agent skill