Dictionary term

Vector Database

Also called vector store

AI FoundationsIntermediate

A vector database stores embeddings and lets you quickly find the items whose vectors are most similar to a query vector.

In plain English

A vector database stores text as meaning-numbers (embeddings) so you can quickly find the items most similar to a question.

Analogy

Like a librarian who shelves books by topic-similarity instead of alphabetically, so related books sit together for fast retrieval.

Why it matters

It is the storage layer behind RAG, enabling automations to pull the most relevant documents to feed Claude for grounded answers.

In practice

Storing all your help-center articles as vectors so a support bot can fetch the closest matches to a question.

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