Gemini 3.8 Flash (High) vs Ling 3.1 Flash 1019
Which is better for the money: Gemini 3.8 Flash (High) 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 3.8 Flash (High): 7.3% more intelligence, 4.4% less cost to run the AA benchmark, and end-to-end time not fully reported.
| Metric | Gemini 3.8 Flash (High) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 40.9 | 43.9 | +7.3% Ling 3.1 Flash 1019 is 7.3% more intelligent |
| Total AA cost (lower is better) | $1,622.73 | $1,551.81 | −4.4% Ling 3.1 Flash 1019 is 4.4% cheaper |
| End-to-end time (lower is better) | 30.91s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.75 / $3.75 | $0.30 / $0.90 | |
| Input modalities | Text, Image, Speech, Video | Text |
Today's Pareto frontier
Against the frontier
- Gemini 3.8 Flash (High) 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 3.8 Flash (High)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
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