From Framework to Function: Implementing AI-Driven Tools to Support Healthcare Value Analysis Practice
The Deeper the Domain Context, the Deeper the Utility
Kyle P. Atkins, Ed.S., NRP, PMP, CVAHP, FACHDM — Veritas Technology Solutions, LLC
General-purpose chatbots assist with brainstorming and summarization, but they do not inherently understand the structure, terminology, evidence expectations, or decision pathways of healthcare value analysis. This poster traces the three-stage evolution from a general custom GPT assistant (1,000+ conversations) to a purpose-built PICO(TS)/GRADE Literature Synthesis engine, and finally to the national AHVAP AI Insight Hub—demonstrating that AI utility scales with domain context, workflow structure, and programmatic governance.