DeepSeek V3 (Dec '24) vs Ling 3.1 Flash 1019
Which is better for the money: DeepSeek V3 (Dec '24) 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 2026-10-25.
Trade-off
Verdict
Depends on your budget
Ling 3.1 Flash 1019 scores 35.4 points higher (43.9 vs 8.5) but costs 61× as much to run the benchmark ($1552 vs $25.4; premium vs budget cost classes). They are not alternatives at one budget: pick Ling 3.1 Flash 1019 when you need intelligence above 8.5, and DeepSeek V3 (Dec '24) when 8.5 is enough.
| Metric | DeepSeek V3 (Dec '24) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 8.5 | 43.9 | +416.5% Ling 3.1 Flash 1019 is 5.2× more intelligent |
| Total AA cost (lower is better) | $25.37 | $1,551.81 | +6016.7% Ling 3.1 Flash 1019 is 61× more expensive |
| End-to-end time (lower is better) | 11.84s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $0.32 / $0.89 | $0.30 / $0.90 | |
| Input modalities | Text | Text |
Ling 3.1 Flash 1019 vs DeepSeek V3 (Dec '24): 416.5% more intelligence, 6016.7% more cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- DeepSeek V3 (Dec '24) is off the frontier: at the same or lower cost, GPT-6 Luna (Low) scores 21.50 for $10.6.
- 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 V3 (Dec '24)Ling 3.1 Flash 1019Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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