Claude Fable 5.2 (Low, Default Fallback) vs Ling 3.1 Flash 1019
Which is better for the money: Claude Fable 5.2 (Low, Default Fallback) 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 2026-11-10.
Trade-off
Verdict
Depends on your budget
Claude Fable 5.2 (Low, Default Fallback) scores 24.3 points higher (53.9 vs 29.6) but costs 1.4× as much to run the benchmark ($2862 vs $2009; both flagship class). Pick Claude Fable 5.2 (Low, Default Fallback) when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash 1019.
| Metric | Claude Fable 5.2 (Low, Default Fallback) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 53.9 | 29.6 | −45.1% Ling 3.1 Flash 1019 is 45.1% less intelligent |
| Total AA cost (lower is better) | $2,861.78 | $2,009.23 | −29.8% Ling 3.1 Flash 1019 is 29.8% cheaper |
| End-to-end time (lower is better) | 22.57s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $8.00 / $40.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs Claude Fable 5.2 (Low, Default Fallback): 45.1% less intelligence, 29.8% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Claude Fable 5.2 (Low, Default Fallback) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 54.60 for $1124.
- Ling 3.1 Flash 1019 is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 54.60 for $1124.
Claude Fable 5.2 (Low, Default Fallback)Ling 3.1 Flash 1019Today's Pareto frontierOpen-weights frontierEvery other model
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