GPT-6 Astra (Xhigh) vs Ring-2.6-1T
Which is better for the money: GPT-6 Astra (Xhigh) 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
GPT-6 Astra (Xhigh) scores 35.8 points higher (52.4 vs 16.6) but costs 6.6× as much to run the benchmark ($3803 vs $576; flagship vs premium cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Xhigh) when you need intelligence above 16.6, and Ring-2.6-1T when 16.6 is enough.
| Metric | GPT-6 Astra (Xhigh) | Ring-2.6-1T | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 52.4 | 16.6 | −68.3% Ring-2.6-1T is 68.3% less intelligent |
| Total AA cost (lower is better) | $3,802.98 | $575.60 | −84.9% Ring-2.6-1T is 84.9% cheaper |
| End-to-end time (lower is better) | 176.59s | 24.17s | −86.3% Ring-2.6-1T is 86.3% 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 (Xhigh): 68.3% less intelligence, 84.9% less cost to run the AA benchmark, and 86.3% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Astra (Xhigh) is off the frontier: at the same or lower cost, Kimi K3.1 Pro scores 55.10 for $3117.
- 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 (Xhigh)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-xhigh/ring-2-6-1t · Markdown: /api/v1/compare/gpt-6-astra-xhigh/ring-2-6-1t?format=md · llms.txt · agent skill