RAG-Based Enterprise Assistants: Capabilities and Limitations

Retrieval-augmented generation grounds a language model's answer in the organization's own documents. Unlike generic model knowledge, it can connect answers to sources.

There are limits. If documents are stale, metadata is weak or users should only access specific sections, the system must enforce those constraints.

A practical implementation designs document processing, search quality, citations, answer policy and audit logging together.