Artificial IntelligenceRAG

Retrieval-Augmented Generation

Short definition

A technique that augments LLM answers with up-to-date information retrieved from a knowledge base before responding.

Extended definition

In RAG, the user question is converted into a search against a database (like company docs or blog posts), then the results are passed to the LLM along with the original question. The result: accurate, current answers, instead of stale or fabricated (hallucinated) information.

Example & use case

The Ortech support bot uses RAG to search 50 knowledge base articles, then answers the customer with verified information.

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