Ling 3.1 Flash 1019 vs Qwen3.8 27B (Medium)
Which is better for the money: Ling 3.1 Flash 1019 by InclusionAI or Qwen3.8 27B (Medium) by Alibaba? 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 16.3 points higher (43.9 vs 27.6) but costs 1.3× as much to run the benchmark ($1552 vs $1165; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise Qwen3.8 27B (Medium).
| Metric | Ling 3.1 Flash 1019 | Qwen3.8 27B (Medium) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 43.9 | 27.6 | −37.1% Qwen3.8 27B (Medium) is 37.1% less intelligent |
| Total AA cost (lower is better) | $1,551.81 | $1,165.00 | −24.9% Qwen3.8 27B (Medium) is 24.9% cheaper |
| End-to-end time (lower is better) | Not reported | 56.59s | — not comparable |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $0.50 / $3.00 | |
| Input modalities | Text | Text, Image, Video |
Qwen3.8 27B (Medium) vs Ling 3.1 Flash 1019: 37.1% less intelligence, 24.9% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- 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.
- Qwen3.8 27B (Medium) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
Ling 3.1 Flash 1019Qwen3.8 27B (Medium)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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