$ diff deepseek-v4 longcat-2-0
DeepSeek V4 vs LongCat-2.0
Values come from DeepSeek V4 and LongCat-2.0, where each is cited to its source. This page states no benchmark result and ranks neither model — it puts two published specifications next to each other. Where a lab has not published a figure, the row says so rather than guessing.
DeepSeekDeepSeek V4
- context
- 1M
- weights
- open
- $/M in
- —
- $/M out
- —
- context
- 1M
- weights
- open
- $/M in
- $0.3
- $/M out
- $1.2
What actually differs
- Context window
- Identical — both accept 1M tokens, so context length is not a reason to pick either.
- Weights
- Both publish weights — DeepSeek V4 under MIT (open-weight), LongCat-2.0 under MIT (commercially permissive). Check the licences rather than assuming they permit the same commercial use.
- Recency
- DeepSeek V4 shipped 16 days after LongCat-2.0 (2026-07-16 vs 2026-06-30).
Full spec
| Attribute | DeepSeek V4 | LongCat-2.0 |
|---|---|---|
| Developer | DeepSeek | Meituan |
| Released | 2026-07-16 | 2026-06-30 |
| Context window | 1M tokens (384K max output) | 1 million tokens (LongCat Sparse Attention / LSA) |
| Pricing | Peak: 2× off-peak API rates; off-peak rates not disclosed | $0.30/M input · $1.20/M output ($0.006/M cached input) — OpenRouter catalogue, read 2026-07-28. Open weights, so this is hosted-inference pricing rather than a licence fee. |
| License | MIT (open-weight) | MIT (commercially permissive) |
| Availability | DeepSeek API, Hugging Face (deepseek-ai/DeepSeek-V4-Pro) | Open-sourced 2026-06-30; previously served on OpenRouter under the codename "Owl Alpha" |