The company reports that this structural pivot has yielded measurable gains, including a 3-5x increase in development velocity for existing codebases and a 5-7x improvement in new feature delivery. By moving beyond isolated pilot projects, EnableComp aims to demonstrate how healthcare organizations can integrate AI directly into their core operational workflows.

CEO Frank Forte emphasized that the industry requires greater transparency regarding the practical implementation of AI, noting that the series focuses on the realities of governance and production. CTO Brian Kenah, who co-authored the initial paper, added that documenting these tradeoffs provides a rare look at the mechanics of an AI-first development lifecycle. Future installments of the series are scheduled for release throughout 2026, with the next paper set to address how the company encodes two decades of claims expertise into its automated systems.