AI That Pays: Lessons from Revenue Cycle — Nathan Wan, Ensemble Health
Jul 24, 2025 · 18:19
Nathan Wan, head of AI at Ensemble Health Partners, argues that Revenue Cycle Management (RCM) is a critical yet overlooked domain for AI disruption in healthcare, where 40% of hospitals operate at negative margins due to broken manual financial processes. He explains that RCM's vast structured and unstructured data, rule-based workflows, and direct financial impact make it ripe for AI, contrasting it with more publicized clinical AI applications. Wan details how Ensemble uses AI to predict and prevent claim denials—often caused by technical errors like missing data—and to accelerate clinical denial appeals via GenAI, achieving a 40% reduction in processing time and improved overturn rates. He emphasizes that Ensemble's end-to-end view of the revenue cycle, supported by their EIQ data platform, enables longitudinal error correction and agent-driven automation, turning upstream fixes into measurable ROI for providers facing increasing payer denial rates.
