RAG for enterprises
Problem
Teams need answers across knowledge bases, tickets, policies, product docs, and internal systems.
Why RAG helps
RAG can connect LLM interfaces to current organizational knowledge without retraining a model for every update.
Recommended architecture
Enterprise RAG with observability and evaluation.
Relevant tools
- LangChain
- Dify
- Pinecone
- Qdrant
- Langfuse
Risks and precautions
- Permission leakage
- Poor data ownership
- Unmeasured answer quality
Evaluation criteria
- Access-control correctness
- Latency
- User satisfaction
- Regression tests
Example user questions
- What is our current travel policy?
- Which ticket describes this known issue?
- How do I onboard a new vendor?
Step-by-step implementation path
- Map systems of record
- Apply access control
- Build hybrid retrieval
- Add observability
- Create ownership and refresh workflows