Qdrant

Data Stores

Self-hosted vector search behind retrieval pipelines, no managed dependency.

A vector database for similarity search over embeddings, with payload filtering so a nearest-neighbour query can be constrained by ordinary fields.

How we use it

Backs retrieval in the AI platform. The filter matters as much as the similarity: an answer grounded in the wrong tenant's documents is worse than no answer.

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systems