RAG (Retrieval-Augmented Generation) Prep

Clean and chunk raw text so it can be effectively embedded and retrieved by a vector database. Tests data structuring for AI.

Text chunkingData cleaningMetadata extractionRAG principles

Choose Your Level

Pick the difficulty that matches where you are. You can come back and try a harder level later.

Decide how to split an employee handbook for a vector database.

Extract tags from documents to improve RAG search filtering.

Improve RAG retrieval by embedding hypothetical questions instead of raw text.