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Head to head

LongCat 2.0vsLlama 3.2 1B Instruct

For tasks, about a month.

Verdict · measured basis

Llama 3.2 1B Instruct costs $0.0003 per solved task against LongCat 2.0 at $0.0036 — ▼ 11x cheaper. Over 200 tasks that is $0.66 a month.

On output token price alone Llama 3.2 1B Instruct looks 6.0x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for LongCat 2.0 and Llama 3.2 1B Instruct
FigureLongCat 2.0Llama 3.2 1B Instruct
Input $/Mtok$0.3$0.027
Output $/Mtok$1.2$0.201
Cached input $/Mtok$0.006$0.027
Pass rate81%8%
Cost per solved task$0.0036measured$0.0003measured
Cost per month$0.73$0.06

Cost per month against tasks per month · drag the marker

Monthly cost against tasks per monthLog-log lines for Llama 3.2 1B Instruct (measured, $0.0003 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$0.01$0.1$1$10$100TASKS / MONTH (log) →200 tasksLlama 3.2 1B Instruct · MEASURED · $0.0003 per solved task$0.06LongCat 2.0 · MEASURED · $0.0036 per solved task$0.73— Llama 3.2 1B Instruct · 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