Ling 3.1 Flash vs Muse Spark 1.3 (Max)
Which is better for the money: Ling 3.1 Flash by InclusionAI or Muse Spark 1.3 (Max) 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
Muse Spark 1.3 (Max) scores 7.0 points higher (48.1 vs 41.1) but costs 2.0× as much to run the benchmark ($2000 vs $1015; flagship vs premium cost classes). Pick Muse Spark 1.3 (Max) when the extra intelligence is worth the premium, otherwise Ling 3.1 Flash.
| Metric | Ling 3.1 Flash | Muse Spark 1.3 (Max) | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 41.1 | 48.1 | +17.0% Muse Spark 1.3 (Max) is 17.0% more intelligent |
| Total AA cost (lower is better) | $1,014.56 | $2,000.35 | +97.2% Muse Spark 1.3 (Max) is 97.2% more expensive |
| End-to-end time (lower is better) | 13.57s | 67.10s | +394.5% Muse Spark 1.3 (Max) is 394.5% slower |
| Price per 1M tokens (in / out) | $0.30 / $0.90 | $1.25 / $4.25 | |
| Input modalities | Text | Text, Image, Video |
Muse Spark 1.3 (Max) vs Ling 3.1 Flash: 17.0% more intelligence, 97.2% more cost to run the AA benchmark, and 394.5% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Ling 3.1 Flash is off the frontier: at the same or lower cost, GPT-6.1 Sol (Xhigh) scores 51.00 for $662.
- Muse Spark 1.3 (Max) is off the frontier: at the same or lower cost, GPT-6.1 Sol (Max) scores 51.80 for $1082.
Ling 3.1 FlashMuse Spark 1.3 (Max)Today's Pareto frontierOpen-weights frontierEvery other model
Matchup
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Accept: text/markdown or ?format=md returns this page as Markdown. JSON: /api/v1/compare/ling-3-1-flash/muse-spark-1-3 · Markdown: /api/v1/compare/ling-3-1-flash/muse-spark-1-3?format=md · llms.txt · agent skill