Before committing to full-scale ingestion, select a representative sample of policies that will train the AI-assisted ingestion system and validate its performance across your portfolio of policies.
Choose policies that span different clinical categories (surgical procedures, diagnostic imaging, pharmacy, durable medical equipment), vary in structural complexity (simple single-indication policies versus multi-criteria decision trees), and represent different authoring styles or legacy formats.
Include a few policies with extensive coding tables.
This sample batch allows the system to learn your organization's policy patterns, identify sections, and map content into your standardized template structure.