Case study

MedVault: cited RAG for regulated documents.

MedVault is the proof asset behind the document-assistant offer: a healthcare-style RAG interface where answers stay tied to source evidence and reviewers can inspect the cited passage.

Product walkthrough

The citation opens into real proof, not another wall of text.

The clip shows the actual app behavior: question, cited answer, source drawer, and a minimal chat surface designed to feel familiar.

Live demo proof clipAnswer, citations, and source inspection in one workflow.

What it proves

The answer is only half the product.

Cited answer first

The main chat stays simple: a user asks a policy question and receives a concise answer with inline source references.

Source inspection

Every citation can open the exact supporting passage, so a reviewer is not asked to trust unsupported generated text.

Audit-minded UX

The detailed verification layer is available when needed, but kept behind the normal reading flow.

Evidence path

A normal chat surface with a clear review trail.

  1. Ask a policy or SOP question in plain language.
  2. Retrieve and answer from the smallest useful evidence set.
  3. Inspect the cited passage before acting on the answer.
  4. Use the same pattern for healthcare, legal, compliance, HR, and operations documents.
MedVault cited answer screen
Answer screen with inline citations.
MedVault source drawer showing quoted policy evidence
Source drawer with the exact cited passage.