Claude Haiku 5.5 (Medium) vs Ling 3.1 Flash 1019
Which is better for the money: Claude Haiku 5.5 (Medium) by Anthropic or Ling 3.1 Flash 1019 by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 9.4 points higher (43.9 vs 34.5) but costs 28× as much to run the benchmark ($1552 vs $56.4; premium vs mid-range cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 34.5, and Claude Haiku 5.5 (Medium) when 34.5 is enough.
| Metric | Claude Haiku 5.5 (Medium) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 34.5 | 43.9 | +27.2% Ling 3.1 Flash 1019 is 27.2% more intelligent |
| Total AA cost (lower is better) | $56.36 | $1,551.81 | +2653.4% Ling 3.1 Flash 1019 is 28× more expensive |
| End-to-end time (lower is better) | 10.41s | 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 Claude Haiku 5.5 (Medium): 27.2% more intelligence, 2653.4% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Claude Haiku 5.5 (Medium) 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.
Claude Haiku 5.5 (Medium)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
Matchup
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