GPT-5.4 mini (Xhigh) vs Ling 3.1 Flash 1019
Which is better for the money: GPT-5.4 mini (Xhigh) by OpenAI or Ling 3.1 Flash 1019 by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-25.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 19.8 points higher (43.9 vs 24.1) but costs 1.0× as much to run the benchmark ($1552 vs $1524; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise GPT-5.4 mini (Xhigh).
| Metric | GPT-5.4 mini (Xhigh) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 24.1 | 43.9 | +82.2% Ling 3.1 Flash 1019 is 82.2% more intelligent |
| Total AA cost (lower is better) | $1,524.02 | $1,551.81 | +1.8% Ling 3.1 Flash 1019 is 1.8% more expensive |
| End-to-end time (lower is better) | 109.06s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.75 / $4.50 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs GPT-5.4 mini (Xhigh): 82.2% more intelligence, 1.8% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- GPT-5.4 mini (Xhigh) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
- 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.
GPT-5.4 mini (Xhigh)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
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