Ling 3.1 Flash vs Ling 3.1 Flash 1019
Which is better for the money: Ling 3.1 Flash by InclusionAI 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 2.8 points higher (43.9 vs 41.1) but costs 1.5× as much to run the benchmark ($1552 vs $1015; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash.
| Metric | Ling 3.1 Flash | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 41.1 | 43.9 | +6.8% Ling 3.1 Flash 1019 is 6.8% more intelligent |
| Total AA cost (lower is better) | $1,014.56 | $1,551.81 | +53.0% Ling 3.1 Flash 1019 is 53.0% more expensive |
| End-to-end time (lower is better) | 13.61s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $0.30 / $0.90 | |
| Input modalities | Text | Text |
Ling 3.1 Flash 1019 vs Ling 3.1 Flash: 6.8% more intelligence, 53.0% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Ling 3.1 Flash is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
- 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.
Ling 3.1 FlashLing 3.1 Flash 1019Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash/ling-3-1-flash-1019 · Markdown: /api/v1/compare/ling-3-1-flash/ling-3-1-flash-1019?format=md · llms.txt · agent skill