GPT-6 Sol (Medium) vs Ling 3.1 Flash 1019
Which is better for the money: GPT-6 Sol (Medium) 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 2026-10-24.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 4.1 points higher (43.9 vs 39.8) but costs 3.7× as much to run the benchmark ($1552 vs $416; premium vs mid-range cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 39.8, and GPT-6 Sol (Medium) when 39.8 is enough.
| Metric | GPT-6 Sol (Medium) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 39.8 | 43.9 | +10.3% Ling 3.1 Flash 1019 is 10.3% more intelligent |
| Total AA cost (lower is better) | $416.32 | $1,551.81 | +272.7% Ling 3.1 Flash 1019 is 3.7× more expensive |
| End-to-end time (lower is better) | Not reported | 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 (Medium): 10.3% more intelligence, 272.7% 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 (Medium) 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 (Medium)Ling 3.1 Flash 1019Today'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-sol-medium/ling-3-1-flash-1019 · Markdown: /api/v1/compare/gpt-6-sol-medium/ling-3-1-flash-1019?format=md · llms.txt · agent skill