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Head to head

LongCat 2.0vsDeepSeek V3.2 Exp

For tasks, about a month.

Verdict · measured basis

DeepSeek V3.2 Exp costs $0.0001 per solved task against LongCat 2.0 at $0.0036 — ▼ 37x cheaper. Over 200 tasks that is $0.71 a month.

On output token price alone DeepSeek V3.2 Exp looks 2.9x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for LongCat 2.0 and DeepSeek V3.2 Exp
FigureLongCat 2.0DeepSeek V3.2 Exp
Input $/Mtok$0.3$0.27
Output $/Mtok$1.2$0.41
Cached input $/Mtok$0.006$0.27
Pass rate81%81%
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 DeepSeek V3.2 Exp (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 tasksDeepSeek V3.2 Exp · MEASURED · $0.0001 per solved task$0.02LongCat 2.0 · MEASURED · $0.0036 per solved task$0.73— DeepSeek V3.2 Exp · 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