Semantic search

Semantic search retrieves documents based on the meaning of a query rather than exact keyword matches by comparing embedding vectors in a high-dimensional space. It handles synonyms, paraphrases, and conceptual queries that would miss exact-match keyword search.

Semantic search underpins retrieval in RAG systems and is implemented using approximate nearest neighbor search over vector databases.