What Is RAG and Why Is It the Missing Piece That Makes Organizational AI Actually Work?

Most RAG systems fail for a simple reason: they give AI access to information without telling it what to trust or where to look. This piece breaks down RAG without the jargon, explains the governance gap that creates “retrieval theater,” and shows how structured knowledge, naming conventions, and versioning turn AI from guesswork into defensible output.