Case Studies

Context-Aware AI for Trusted Medical Answers

Written by Stories | Oct 15, 2026, 11:55:14 AM

 

Challenge

A leading pharmaceutical company needed to make medical information more accessible to healthcare professionals. However, critical knowledge was spread across disconnected systems, making it difficult to provide reliable, source-grounded answers quickly. 

 

Solution

We implemented an Enterprise Context Layer on Microsoft Azure through our Contextual AI Factory, connecting trusted medical knowledge, business rules, and pharmaceutical relationships to power an AI Medical Assistant with explainable, source-cited, and fully auditable responses. The assistant can also surface relevant, compliant product education and promotional content based on the context of each query. 

 

Why it works

 

Domain

Deep expertise in pharmaceutical data, knowledge graphs, contextual AI, and responsible AI governance enabled us to create a trusted foundation for healthcare use cases. 

 

Design

Built around the needs of healthcare professionals, the solution provides fast, transparent, source-grounded answers through a single user experience, with feedback and usage insights supporting ongoing improvement. 

 

Adoption

Embedded directly into the client’s healthcare professional portal and validated through moderated usability and diary studies with primary-care physicians, with automated testing, monitoring, and governance controls supporting scalable adoption.
 

 

Results

  • 90%+ benchmark accuracy rate across 300+ representative medical questions, with answers matching expected, source-verified content and containing no unsupported statements 
  • Answers delivered in ~25 seconds
  • 24/7 access to trusted medical information
  • Source-grounded and auditable responses, backed by citations and a complete audit trail
  • Designed to cost approximately $0.10 per query, supporting cost-efficient scalability
  • Production-ready AI foundation for future healthcare innovation
  • Context-aware HCP engagement through relevant, compliant educational and product content