Llama 4 Scout vs Qwen3 Coder Next
Which is better for the money: Llama 4 Scout by Meta or Qwen3 Coder Next by Alibaba? 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
Qwen3 Coder Next scores 2.7 points higher (9.2 vs 6.5) but costs 5.5× as much to run the benchmark ($405 vs $73.6; both mid-range class). They are not alternatives at one budget: pick Qwen3 Coder Next when you need intelligence above 6.5, and Llama 4 Scout when 6.5 is enough.
| Metric | Llama 4 Scout | Qwen3 Coder Next | Difference |
|---|---|---|---|
| Intelligence (higher is better) | 6.5 | 9.2 | +41.5% Qwen3 Coder Next is 41.5% more intelligent |
| Total AA cost (lower is better) | $73.56 | $405.10 | +450.7% Qwen3 Coder Next is 5.5× more expensive |
| End-to-end time (lower is better) | 5.06s | 6.22s | +22.9% Qwen3 Coder Next is 22.9% slower |
| Price per 1M tokens (in / out) | $0.18 / $0.66 | $0.31 / $1.00 | |
| Input modalities | Text, Image | Text |
Qwen3 Coder Next vs Llama 4 Scout: 41.5% more intelligence, 450.7% more cost to run the AA benchmark, and 22.9% slower end-to-end.
Today's Pareto frontier
Against the frontier
- Llama 4 Scout is off the frontier: at the same or lower cost, GPT-6 Luna (Xhigh) scores 34.60 for $66.8.
- Qwen3 Coder Next is off the frontier: at the same or lower cost, GPT-6.1 Sol (Medium) scores 47.80 for $361.
Llama 4 ScoutQwen3 Coder NextToday's Pareto frontierOpen-weights frontierEvery other model
Matchup
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