GPT-6 Sol (Non-reasoning) vs Ling 3.1 Flash 1019
Which is better for the money: GPT-6 Sol (Non-reasoning) by OpenAI or Ling 3.1 Flash 1019 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
Ling 3.1 Flash 1019 scores 15.4 points higher (43.9 vs 28.5) but costs 3.5× as much to run the benchmark ($1552 vs $449; premium vs mid-range cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 28.5, and GPT-6 Sol (Non-reasoning) when 28.5 is enough.
| Metric | GPT-6 Sol (Non-reasoning) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 28.5 | 43.9 | +54.0% Ling 3.1 Flash 1019 is 54.0% more intelligent |
| Total AA cost (lower is better) | $449.37 | $1,551.81 | +245.3% Ling 3.1 Flash 1019 is 3.5× more expensive |
| End-to-end time (lower is better) | 5.91s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $2.00 / $10.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs GPT-6 Sol (Non-reasoning): 54.0% more intelligence, 245.3% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- 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.
- Ling 3.1 Flash 1019 is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
GPT-6 Sol (Non-reasoning)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
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