Gemini 4 Carbon (High) vs Ling 3.1 Flash 1019
Which is better for the money: Gemini 4 Carbon (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 2026-10-29.
Trade-off
Verdict
Depends on your budget
Gemini 4 Carbon (High) scores 29.9 points higher (59.4 vs 29.5) but costs 4.1× as much to run the benchmark ($8240 vs $2009; both flagship class). They are not alternatives at one budget: pick Gemini 4 Carbon (High) when you need intelligence above 29.5, and Ling 3.1 Flash 1019 when 29.5 is enough.
| Metric | Gemini 4 Carbon (High) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 59.4 | 29.5 | −50.3% Ling 3.1 Flash 1019 is 50.3% less intelligent |
| Total AA cost (lower is better) | $8,239.69 | $2,009.23 | −75.6% Ling 3.1 Flash 1019 is 75.6% cheaper |
| End-to-end time (lower is better) | 102.49s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $4.00 / $20.0 | $0.30 / $0.90 | |
| Input modalities | Text, Image, Speech, Video | Text |
Ling 3.1 Flash 1019 vs Gemini 4 Carbon (High): 50.3% less intelligence, 75.6% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Gemini 4 Carbon (High) is on today's frontier: nothing is both smarter and cheaper.
- Ling 3.1 Flash 1019 is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 54.50 for $1124.
Gemini 4 Carbon (High)Ling 3.1 Flash 1019Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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