GPT-6 Astra (High) vs Ling 3.1 Flash
Which is better for the money: GPT-6 Astra (High) by OpenAI or Ling 3.1 Flash by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
GPT-6 Astra (High) scores 9.8 points higher (50.9 vs 41.1) but costs 2.9× as much to run the benchmark ($2925 vs $1015; flagship vs premium cost classes). Pick GPT-6 Astra (High) when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash.
| Metric | GPT-6 Astra (High) | Ling 3.1 Flash | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 50.9 | 41.1 | −19.3% Ling 3.1 Flash is 19.3% less intelligent |
| Total AA cost (lower is better) | $2,925.01 | $1,014.56 | −65.3% Ling 3.1 Flash is 65.3% cheaper |
| End-to-end time (lower is better) | 45.44s | 13.66s | −69.9% Ling 3.1 Flash is 69.9% 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 (High): 19.3% less intelligence, 65.3% less cost to run the AA benchmark, and 69.9% faster end-to-end.
Today's Pareto frontier
Against the frontier
- GPT-6 Astra (High) is off the frontier: at the same or lower cost, Claude Opus 5.5 (High, Default Fallback) scores 53.60 for $2172.
- 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 (High)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-high/ling-3-1-flash · Markdown: /api/v1/compare/gpt-6-astra-high/ling-3-1-flash?format=md · llms.txt · agent skill