Building reliable RAG for regulated industries
Healthcare and finance do not need a clever chatbot. They need retrieval you can audit, data that stays where it should, and answers you can cite.
By Niravana · 10 min read · March 4, 2025 · Healthcare, ops
Accuracy is not enough
If a clinician cannot see which policy paragraph the answer came from, the system is a liability. RAG for regulated work means source filters, access control at retrieval time, and logs — not a bigger context window.
What we actually implement
Chunking that respects document structure, metadata filters (role, region, product), and a refusal path when the corpus has no answer. Dox2Dox-class products live or die on that discipline.