Head to head
LongCat 2.0vsgpt-oss-120b
For tasks, about a month.
Verdict · measured basis
gpt-oss-120b costs $0.0011 per solved task against
LongCat 2.0 at $0.0036 — ▼ 3.5x cheaper.
Over 200 tasks that is $0.52 a month.
On output token price alone gpt-oss-120b looks 7.1x cheaper. The ranking holds, but the margin changes.
Verified pricing, pass rate and cost per solved task for LongCat 2.0 and gpt-oss-120b| Figure | LongCat 2.0 | gpt-oss-120b |
|---|
| Input $/Mtok | $0.3 | $0.037 |
|---|
| Output $/Mtok | $1.2 | $0.17 |
|---|
| Cached input $/Mtok | $0.006 | $0.037 |
|---|
| Pass rate | 81% | 60% |
|---|
| Cost per solved task | $0.0036measured | $0.0011measured |
|---|
| Cost per month | $0.73 | $0.21 |
|---|
Cost per month against tasks per month · drag the marker
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