Grok 4.6 (High) vs Ling 3.1 Flash 1019
Which is better for the money: Grok 4.6 (High) by SpaceXAI 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
Grok 4.6 (High) scores 0.4 points higher (44.3 vs 43.9) but costs 1.3× as much to run the benchmark ($1963 vs $1552; both premium class). Pick Grok 4.6 (High) when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash 1019.
| Metric | Grok 4.6 (High) | Ling 3.1 Flash 1019 | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 44.3 | 43.9 | −0.9% Ling 3.1 Flash 1019 is 0.9% less intelligent |
| Total AA cost (lower is better) | $1,962.90 | $1,551.81 | −20.9% Ling 3.1 Flash 1019 is 20.9% cheaper |
| End-to-end time (lower is better) | 34.90s | Not reported | — not comparable |
| Price per 1M tokens (in / out) | $2.00 / $6.00 | $0.30 / $0.90 | |
| Input modalities | Text, Image | Text |
Ling 3.1 Flash 1019 vs Grok 4.6 (High): 0.9% less intelligence, 20.9% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- Grok 4.6 (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.
Grok 4.6 (High)Ling 3.1 Flash 1019Today's Pareto frontierEvery other model
Matchup
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