GPT-6 Sol (High) vs GPT-6 Sol (Non-reasoning)
Which is better for the money: GPT-6 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 2026-10-24.
Trade-off
Verdict
Depends on your budget
GPT-6 Sol (High) scores 13.9 points higher (42.4 vs 28.5) but costs 1.3× as much to run the benchmark ($605 vs $449; premium vs mid-range cost classes). Pick GPT-6 Sol (High) when the extra intelligence is worth the premium, otherwise GPT-6 Sol (Non-reasoning).
| Metric | GPT-6 Sol (High) | GPT-6 Sol (Non-reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 42.4 | 28.5 | −32.8% GPT-6 Sol (Non-reason… is 32.8% less intelligent |
| Total AA cost (lower is better) | $604.52 | $449.37 | −25.7% GPT-6 Sol (Non-reason… is 25.7% cheaper |
| End-to-end time (lower is better) | 14.58s | 6.01s | −58.8% GPT-6 Sol (Non-reason… is 58.8% 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 Sol (High): 32.8% less intelligence, 25.7% less cost to run the AA benchmark, and 58.8% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Sol (High) is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
- 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 Sol (High)GPT-6 Sol (Non-reasoning)Today's Pareto frontierEvery other model
Matchup
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