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Head to head

LongCat 2.0vsLlama 4 Scout

For tasks, about a month.

Verdict · measured basis

Llama 4 Scout costs $0.0001 per solved task against LongCat 2.0 at $0.0036 — ▼ 40x cheaper. Over 200 tasks that is $0.71 a month.

On output token price alone Llama 4 Scout looks 3.5x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for LongCat 2.0 and Llama 4 Scout
FigureLongCat 2.0Llama 4 Scout
Input $/Mtok$0.3$0.11
Output $/Mtok$1.2$0.34
Cached input $/Mtok$0.006$0.055
Pass rate81%61%
Cost per solved task$0.0036measured$0.0001measured
Cost per month$0.73$0.02

Cost per month against tasks per month · drag the marker

Monthly cost against tasks per monthLog-log lines for Llama 4 Scout (measured, $0.0001 per solved task), LongCat 2.0 (measured, $0.0036 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks.101001k10k100k$0.001$0.01$0.1$1$10$100TASKS / MONTH (log) →200 tasksLlama 4 Scout · MEASURED · $0.0001 per solved task$0.02LongCat 2.0 · MEASURED · $0.0036 per solved task$0.73— Llama 4 Scout · MEASURED— LongCat 2.0 · MEASURED

Solid measured · dashed modeled · dotted stale. The gap is the verdict.

Solvency Bench (solvency.dev) — first-party measurement · verified 2026-08-26 · prices from each provider's pricing page; measured rows ignore the tier · Methodology · All models at these settings