Corporate RAG is not simply a chatbot connected to documents. It is a system for accessing internal knowledge that must respect sources, permissions, traceability and quality criteria.
The important question is not only whether the model produces an answer, but whether the organisation can trust it, verify where it came from and recognise when a person needs to step in.
Minimum requirements for reliable RAG
- An inventory and owner for each source
- Access permissions by person or role
- Citations and traceability for every answer
- A question set for quality evaluation
- User feedback and an improvement process
Corporate search begins to create value when it reduces time spent finding information, prevents contradictory answers and improves the quality of decisions.
User experience is also part of quality
A correct answer may still be unhelpful if it does not show its source, arrives too late or does not support the next step in the workflow. This is why workflow design and integration with everyday tools matter as much as information retrieval.
Frequently asked questions
Which documents should enter a RAG system first?
Maintained sources with an owner, understandable structure, clear permissions and frequent value for users.
What should happen when evidence is insufficient?
The system should recognise the limitation, avoid a confident answer and allow the query to be escalated or traced back to the original source.
How can unauthorised information be protected?
Permissions must be applied before passages are retrieved, using the identity and roles of the user.