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Head to head

LongCat 2.0vsMinistral 8B

For tasks, about a month.

Verdict · measured basis

Ministral 8B costs $0.0001 per solved task against LongCat 2.0 at $0.0036 — ▼ 36x cheaper. Over 200 tasks that is $0.71 a month.

On output token price alone Ministral 8B looks 11x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for LongCat 2.0 and Ministral 8B
FigureLongCat 2.0Ministral 8B
Input $/Mtok$0.3$0.11
Output $/Mtok$1.2$0.11
Cached input $/Mtok$0.006$0.11
Pass rate81%25%
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 Ministral 8B (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 tasksMinistral 8B · MEASURED · $0.0001 per solved task$0.02LongCat 2.0 · MEASURED · $0.0036 per solved task$0.73— Ministral 8B · 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