Claude Haiku 5.5 (Xhigh) vs Ling 3.1 Flash 1019
Which is better for the money: Claude Haiku 5.5 (Xhigh) 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 2026-10-27.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 2.7 points higher (43.9 vs 41.2) but costs 9.8× as much to run the benchmark ($1552 vs $158; premium vs mid-range cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 41.2, and Claude Haiku 5.5 (Xhigh) when 41.2 is enough.
| Metric | Claude Haiku 5.5 (Xhigh) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 41.2 | 43.9 | +6.6% Ling 3.1 Flash 1019 is 6.6% more intelligent |
| Total AA cost (lower is better) | $157.58 | $1,551.97 | +884.9% Ling 3.1 Flash 1019 is 9.8× more expensive |
| End-to-end time (lower is better) | 75.35s | 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 (Xhigh): 6.6% more intelligence, 884.9% 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 (Xhigh) 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 (Xhigh)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
Matchup
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