Ling 3.1 Flash 1019 vs Qwen3.5 122B A10B (Reasoning)
Which is better for the money: Ling 3.1 Flash 1019 by InclusionAI or Qwen3.5 122B A10B (Reasoning) 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 28.3 points higher (43.9 vs 15.6) but costs 2.3× as much to run the benchmark ($1552 vs $661; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise Qwen3.5 122B A10B (Reasoning).
| Metric | Ling 3.1 Flash 1019 | Qwen3.5 122B A10B (Reasoning) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 43.9 | 15.6 | −64.5% Qwen3.5 122B A10B (Re… is 64.5% less intelligent |
| Total AA cost (lower is better) | $1,551.81 | $661.29 | −57.4% Qwen3.5 122B A10B (Re… is 57.4% cheaper |
| End-to-end time (lower is better) | Not reported | 21.22s | — not comparable |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $0.40 / $3.20 | |
| Input modalities | Text | Text, Image |
Qwen3.5 122B A10B (Reasoning) vs Ling 3.1 Flash 1019: 64.5% less intelligence, 57.4% 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.
- Qwen3.5 122B A10B (Reasoning) is off the frontier: at the same or lower cost, GPT-6.1 Sol (High) scores 50.20 for $521.
Ling 3.1 Flash 1019Qwen3.5 122B A10B (Reasoning)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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