Case study
AI chatbot for a physician member platform
A review-ready assistant that answers with citations from approved medical sources.
Scoped by specialty or restricted to approved internal sources such as policies, CRM notes, or a company wiki.
Snapshot
- Inputs: Vetted cardiology content
- Outputs: Grounded answers + citations
- Controls: Failure behavior + approvals
Built for a physician member platform to reduce manual search and surface evidence faster.
Problem
Clinicians needed trusted answers without digging
Manual search across tens of thousands of articles, PDFs, and videos slowed prep and reduced confidence.
Workflow
Ask → ground → cite → review
Questions grounded in approved content, citations surfaced, and failures routed with clear messages.
Implementation
Review-ready assistant and reviewer flow
Review steps and audit trails are included so the assistant remains trustworthy as it evolves.
1
Step 1
Ingest
Approved medical library and member knowledge base
2
Step 2
Ground
Constrained retrieval with relevance scoring
3
Step 3
Cite
Answers with citations and side-by-side evidence comparisons
4
Step 4
Review
Reviewer approvals, failure behavior, and alerts
Governance controls shipped
Controls keep answers inside the approved base and capture reviewer rationale.
- Answers constrained to the approved knowledge base with clear citations.
- Explicit failure behavior when information is missing or ambiguous.
- Quality checks and monitoring to maintain reliability over time.
Example questions
What physicians ask
Grounded responses come with citations and comparisons across approved sources.
"Give me the five most insightful TCTMD articles on left-atrial appendage closure published in the last 18 months."
"Summarize the newest ACC/AHA vs ESC guidance on LDL-cholesterol targets for very high risk patients."
"Compare clinical outcomes of balloon-expandable vs self-expanding valves in low risk TAVI trials."
"I'm prepping a journal club: highlight key findings from the SPYRAL HTN trials on renal denervation."
Product views
Grounded responses with structured comparisons
Answers, sources, and structured summaries delivered in the same workspace.
Structured summaries with inline citations for quick review.
Comparative answers anchored to source material.
Outcomes
Impact observed
Results focused on speed, confidence, and discoverability.
Cuts time preparing talks, presentations, and journal clubs.
Supports physician education with grounded, cited responses.
Improves discovery of relevant evidence while keeping citations intact.