Ling 3.1 Flash 1019 vs Muse Spark Open (Xhigh)
Which is better for the money: Ling 3.1 Flash 1019 by InclusionAI or Muse Spark Open (Xhigh) by Meta? 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 5.0 points higher (43.9 vs 38.9) but costs 1.3× as much to run the benchmark ($1552 vs $1185; both premium class). Pick Ling 3.1 Flash 1019 when the extra intelligence is worth the premium, otherwise Muse Spark Open (Xhigh).
| Metric | Ling 3.1 Flash 1019 | Muse Spark Open (Xhigh) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 43.9 | 38.9 | −11.4% Muse Spark Open (Xhig… is 11.4% less intelligent |
| Total AA cost (lower is better) | $1,551.81 | $1,184.90 | −23.6% Muse Spark Open (Xhig… is 23.6% cheaper |
| End-to-end time (lower is better) | Not reported | 17.34s | — not comparable |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $1.25 / $4.25 | |
| Input modalities | Text | Text, Image, Speech, Video |
Muse Spark Open (Xhigh) vs Ling 3.1 Flash 1019: 11.4% less intelligence, 23.6% less cost to run the AA benchmark, and end-to-end time not fully reported.
Today's Pareto frontier
Against the frontier
- 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.
- Muse Spark Open (Xhigh) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
Ling 3.1 Flash 1019Muse Spark Open (Xhigh)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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