GPT-6 Luna (High) vs Ling 3.1 Flash 1019
Which is better for the money: GPT-6 Luna (High) 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 2026-10-26.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 11.0 points higher (43.9 vs 32.9) but costs 32× as much to run the benchmark ($1552 vs $47.9; premium vs budget cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 32.9, and GPT-6 Luna (High) when 32.9 is enough.
| Metric | GPT-6 Luna (High) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 32.9 | 43.9 | +33.4% Ling 3.1 Flash 1019 is 33.4% more intelligent |
| Total AA cost (lower is better) | $47.85 | $1,551.81 | +3143.1% Ling 3.1 Flash 1019 is 32× more expensive |
| End-to-end time (lower is better) | 16.20s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.10 / $0.50 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs GPT-6 Luna (High): 33.4% more intelligence, 3143.1% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- GPT-6 Luna (High) is on today's frontier: nothing is both smarter and cheaper.
- 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 Luna (High)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
Matchup
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