Claude Haiku 5.5 (Medium) vs Ling 3.1 Flash
Which is better for the money: Claude Haiku 5.5 (Medium) by Anthropic 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
Ling 3.1 Flash scores 6.6 points higher (41.1 vs 34.5) but costs 18× as much to run the benchmark ($1015 vs $56.4; premium vs mid-range cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 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 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 34.5 | 41.1 | +19.1% Ling 3.1 Flash is 19.1% more intelligent |
| Total AA cost (lower is better) | $56.36 | $1,014.56 | +1700.1% Ling 3.1 Flash is 18× more expensive |
| End-to-end time (lower is better) | 13.10s | 13.56s | +3.5% Ling 3.1 Flash is 3.5% slower |
| Price per 1M tokens (in / out) | $0.10 / $0.50 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash vs Claude Haiku 5.5 (Medium): 19.1% more intelligence, 1700.1% more cost to run the AA benchmark, and 3.5% slower end-to-end.
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 is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
Claude Haiku 5.5 (Medium)Ling 3.1 FlashToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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