Gemini 3.1 Pro Preview vs Ling 3.1 Flash 1019
Which is better for the money: Gemini 3.1 Pro Preview by Google 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.
Clear winner
Verdict
Pick Ling 3.1 Flash 1019
Ling 3.1 Flash 1019 vs Gemini 3.1 Pro Preview: 47.8% more intelligence, 19.8% less cost to run the AA benchmark, and end-to-end time not fully reported.
| Metric | Gemini 3.1 Pro Preview | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 29.7 | 43.9 | +47.8% Ling 3.1 Flash 1019 is 47.8% more intelligent |
| Total AA cost (lower is better) | $1,935.39 | $1,551.81 | −19.8% Ling 3.1 Flash 1019 is 19.8% cheaper |
| End-to-end time (lower is better) | 24.47s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $2.00 / $12.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image, Speech, Video | Text |
Today's Pareto frontier
Against the frontier
- Gemini 3.1 Pro Preview 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.
Gemini 3.1 Pro PreviewLing 3.1 Flash 1019Today's Pareto frontierEvery other model
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/gemini-3-1-pro-preview/ling-3-1-flash-1019 · Markdown: /api/v1/compare/gemini-3-1-pro-preview/ling-3-1-flash-1019?format=md · llms.txt · agent skill