R1 RCM Holdco Inc. is a technology company focused on revenue cycle management (RCM) for the American healthcare industry. Its core work involves building software and AI-driven tools that help hospitals, health systems, and physician groups manage the administrative and financial processes that sit between delivering patient care and getting paid for it. The company claims to work with 95 of the top 100 US health systems.
The company's primary platform, Phare, is positioned as a "Revenue Operating System" - software that uses agentic AI to enable real-time adjudication, reduce administrative friction, and better align the financial incentives of healthcare payers and providers. Alongside Phare, R1 RCM operates R37, a dedicated internal AI research lab tasked with developing automation solutions for the revenue cycle. The company reports having automated more than 200 million tasks and claims to recover over $6 billion in annual revenue for its clients, with reported outcomes including a 5–7% improvement in yield and a 50% reduction in cost to collect.
R1 RCM's technical work spans enterprise-grade AI, agentic AI systems, task automation, and real-time adjudication - applied to a domain the company estimates loses $500 billion annually to administrative waste, delayed payments, and preventable claim denials. The company describes itself as bringing 20 years of operator experience to these problems, combining domain expertise with ongoing investment in automation research.
The company maintains an automation-first, research-oriented culture, with its AI lab continuously developing new tooling. Its work is squarely US-focused, serving the domestic healthcare provider and payer market.






