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AI 101 · How AI systems are built

What is a vector database?

A store that finds text by meaning rather than by keyword, by comparing numerical representations called embeddings.

Also called embeddings database.

In one sentence

A store that finds text by meaning rather than by keyword, by comparing numerical representations called embeddings.

Why it matters to a business

It is the retrieval half of retrieval augmented generation. Worth knowing it is a component you can swap, not a platform you marry.

Real examples

  • Pinecone
  • Weaviate
  • pgvector
  • Qdrant
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Every term here was explained to us once, too. Asking is how you learn it.

Quick answers

Vector database, in questions

The same answer, in the shape people ask it.

What is a vector database?

A store that finds text by meaning rather than by keyword, by comparing numerical representations called embeddings.

Why does Vector database matter to a business?

It is the retrieval half of retrieval augmented generation. Worth knowing it is a component you can swap, not a platform you marry.

What are examples of Vector database?

Pinecone, Weaviate, pgvector, Qdrant.

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Wondering what this means for your organization?

Thirty minutes, no slides, no jargon. We will tell you which of this applies to you, and which is noise.