Carlyle Bets Big on AI-Native RCM: What the Knack + EqualizeRCM Deal Means for Your Practice

Carlyle just paid an undisclosed sum to merge two AI-native RCM companies into a single global platform. The signal couldn't be clearer: the era of bolt-on AI features is over. Specialized, agentic revenue cycle management is where the serious money is going.

$250B+
U.S. RCM market size
2
AI-native RCM firms merged
3
Countries in combined delivery footprint

On May 4, 2026, global investment firm Carlyle (NASDAQ: CG) announced the acquisition of majority stakes in Knack RCM and EqualizeRCM — two U.S. healthcare revenue cycle management providers — to build what it's calling an AI-native, global, multi-specialty RCM platform. Equity comes from Carlyle Asia Partners VI and Carlyle Asia Partners Growth II, underscoring an India-anchored global delivery thesis.

Neither the price nor the revenue figures were disclosed. But the strategic intent is unmistakable: Carlyle is building a scaled consolidator in a fragmented market, and it wants AI at the core — not layered on top.

Who Are Knack and EqualizeRCM?

🔵 Knack RCM

  • AI-native, specialty-focused RCM
  • Global delivery: U.S., India, Philippines
  • Orchestration platform: Workmate
  • Serves physician groups, DME, rural hospitals
  • Founded by Rajiv Sharma

🟢 EqualizeRCM

  • LLM + agentic AI platform
  • Proprietary payer enrollment platform
  • Bill Smart: denial prediction & avoidance
  • Serves hospitals, urgent care, DME
  • Founded by Nagi Rao

Together they cover DME, anesthesia, eyecare, behavioral health, rural hospitals, urgent care, and multi-specialty physician groups. That breadth is deliberate — Carlyle is building a platform that can absorb more acquisitions without encountering significant specialty gaps.

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