GPT-6.1 Sol (Xhigh) vs GPT-6 Astra (Xhigh)
Which is better for the money: GPT-6.1 Sol (Xhigh) by OpenAI or GPT-6 Astra (Xhigh) by OpenAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-27.
Trade-off
Verdict
Depends on your budget
GPT-6 Astra (Xhigh) scores 1.4 points higher (52.4 vs 51.0) but costs 5.7× as much to run the benchmark ($3803 vs $662; flagship vs premium cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Xhigh) when you need intelligence above 51.0, and GPT-6.1 Sol (Xhigh) when 51.0 is enough.
| Metric | GPT-6.1 Sol (Xhigh) | GPT-6 Astra (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 51.0 | 52.4 | +2.7% GPT-6 Astra (Xhigh) is 2.7% more intelligent |
| Total AA cost (lower is better) | $662.28 | $3,802.98 | +474.2% GPT-6 Astra (Xhigh) is 5.7× more expensive |
| End-to-end time (lower is better) | 169.30s | 182.46s | +7.8% GPT-6 Astra (Xhigh) is 7.8% slower |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $10.0 / $50.0 | |
| Input modalities | Text, Image | Text, Image |
GPT-6 Astra (Xhigh) vs GPT-6.1 Sol (Xhigh): 2.7% more intelligence, 474.2% more cost to run the AA benchmark, and 7.8% slower end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6.1 Sol (Xhigh) is on today's frontier: nothing is both smarter and cheaper.
- GPT-6 Astra (Xhigh) is off the frontier: at the same or lower cost, Kimi K3.1 Pro scores 55.10 for $3117.
GPT-6.1 Sol (Xhigh)GPT-6 Astra (Xhigh)Today's Pareto frontierEvery other model
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-1-sol-xhigh/gpt-6-astra-xhigh · Markdown: /api/v1/compare/gpt-6-1-sol-xhigh/gpt-6-astra-xhigh?format=md · llms.txt · agent skill