Thought leadership built around evidence, workflow, informatics and practical AI adoption.
Why the strongest AI operating model augments the informatics team instead of attempting to replace it.
Evidence retrieval, validation and escalation as the foundation for trustworthy operational AI.
How connected evidence can change the way teams investigate exceptions.
A framework for connecting indicators, dates, pricing and related claim evidence.
Why historical context matters when validating what applied on a dispensing date.
Designing escalation so ambiguity is handled systematically rather than hidden by automation.