GPT-6.1 Sol (High) vs GPT-6 Sol (Non-reasoning)
Which is better for the money: GPT-6.1 Sol (High) by OpenAI or GPT-6 Sol (Non-reasoning) by OpenAI? 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-6.1 Sol (High) scores 21.7 points higher (50.2 vs 28.5) but costs 1.2× as much to run the benchmark ($521 vs $449; premium vs mid-range cost classes). Pick GPT-6.1 Sol (High) when the extra intelligence is worth the premium, otherwise GPT-6 Sol (Non-reasoning).
| Metric | GPT-6.1 Sol (High) | GPT-6 Sol (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 50.2 | 28.5 | −43.2% GPT-6 Sol (Non-reason… is 43.2% less intelligent |
| Total AA cost (lower is better) | $521.32 | $449.37 | −13.8% GPT-6 Sol (Non-reason… is 13.8% cheaper |
| End-to-end time (lower is better) | 77.76s | 5.41s | −93.0% GPT-6 Sol (Non-reason… is 93.0% faster |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $2.00 / $10.0 | |
| Input modalities | Text, Image | Text, Image |
GPT-6 Sol (Non-reasoning) vs GPT-6.1 Sol (High): 43.2% less intelligence, 13.8% less cost to run the AA benchmark, and 93.0% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6.1 Sol (High) is on today's frontier: nothing is both smarter and cheaper.
- GPT-6 Sol (Non-reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
GPT-6.1 Sol (High)GPT-6 Sol (Non-reasoning)Today's Pareto frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gpt-6-1-sol-high/gpt-6-sol-non-reasoning · Markdown: /api/v1/compare/gpt-6-1-sol-high/gpt-6-sol-non-reasoning?format=md · llms.txt · agent skill