GPT-6 Astra (Max) vs Ling 3.1 Flash
Which is better for the money: GPT-6 Astra (Max) by OpenAI or Ling 3.1 Flash 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
GPT-6 Astra (Max) scores 11.6 points higher (52.7 vs 41.1) but costs 5.2× as much to run the benchmark ($5324 vs $1015; flagship vs premium cost classes). They are not alternatives at one budget: pick GPT-6 Astra (Max) when you need intelligence above 41.1, and Ling 3.1 Flash when 41.1 is enough.
| Metric | GPT-6 Astra (Max) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 52.7 | 41.1 | −22.0% Ling 3.1 Flash is 22.0% less intelligent |
| Total AA cost (lower is better) | $5,324.10 | $1,014.56 | −80.9% Ling 3.1 Flash is 80.9% cheaper |
| End-to-end time (lower is better) | 285.78s | 13.56s | −95.3% Ling 3.1 Flash is 95.3% faster |
| Price per 1M tokens (in / out) | $10.0 / $50.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash vs GPT-6 Astra (Max): 22.0% less intelligence, 80.9% less cost to run the AA benchmark, and 95.3% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Astra (Max) is off the frontier: at the same or lower cost, Claude Opus 5.5 (Xhigh, Default Fallback) scores 56.00 for $4057.
- Ling 3.1 Flash is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
GPT-6 Astra (Max)Ling 3.1 FlashToday's Pareto frontierOpen-weights 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-astra/ling-3-1-flash · Markdown: /api/v1/compare/gpt-6-astra/ling-3-1-flash?format=md · llms.txt · agent skill