# Why Dedicated Vector Databases Should Be Nervous Right Now

- slug: why-dedicated-vector-databases-should-be-nervous-right-now
- date: 2026-04-02
- category: Agentics

Kai Security shipped pause-and-resume, crash recovery, and audit trail in one day using MongoDB Atlas and LangChain. That timeline is what the standalone vector DB category is now competing against.

---