DeepSeek V4 Flash Vision (Max) vs Ling 3.1 Flash 1019
Which is better for the money: DeepSeek V4 Flash Vision (Max) by DeepSeek or Ling 3.1 Flash 1019 by InclusionAI? Intelligence, total benchmark cost, and end-to-end time from Artificial Analysis & other sources, snapshot 2026-10-24.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 9.1 points higher (43.9 vs 34.8) but costs 1.4× as much to run the benchmark ($1552 vs $1081; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise DeepSeek V4 Flash Vision (Max).
| Metric | DeepSeek V4 Flash Vision (Max) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 34.8 | 43.9 | +26.1% Ling 3.1 Flash 1019 is 26.1% more intelligent |
| Total AA cost (lower is better) | $1,081.42 | $1,551.81 | +43.5% Ling 3.1 Flash 1019 is 43.5% more expensive |
| End-to-end time (lower is better) | 15.37s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.44 / $1.32 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs DeepSeek V4 Flash Vision (Max): 26.1% more intelligence, 43.5% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- DeepSeek V4 Flash Vision (Max) 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.
DeepSeek V4 Flash Vision (Max)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
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