From Unpredictable Patient Billing to Bankable Revenue: AI That Converts Healthcare Cashflow into Capital

Hospitals, physician groups, and outpatient operators sit on valuable but unpredictable cashflow: slow receivables, complex payer mixes, and episodic revenue make it hard to access growth capital or finance facility upgrades. In this interview, Mia Franklin talks with the founder of an AI-enabled healthcare revenue platform that fuses claims, EHR signals, patient engagement data, and payer rules to produce audit-ready, forward-looking revenue streams lenders and private capital will underwrite. We unpack the end-to-end playbook: which data signals matter, how models produce legally defensible forecasts, how to structure revenue participation or advance financing, and when those forecasts can be paired with sale-leaseback or mission-driven CRE deals. Listeners will walk away with a practical framework to convert operational cashflow into investable assets, concrete questions to ask lenders and vendors, and milestones for pilots that protect compliance while unlocking capital.