RAG and Knowledge Bases: How AI Uses Your Documents

What RAG Means

RAG stands for retrieval-augmented generation. In plain English, it means an AI system retrieves relevant documents or data before generating an answer. This helps the assistant respond from a knowledge base instead of only relying on general model knowledge.

Where Knowledge Bases Help

• Internal policies and procedures.
• Customer support articles.
• Product documentation.
• Research libraries and reports.
• Team notes and onboarding material.

What to Watch

RAG systems need clean documents, access controls, source visibility, and review. If the wrong documents are indexed or permissions are weak, the assistant can produce poor answers or expose information.