Machinify builds an AI operating system designed to improve payment integrity and reduce costs across healthcare. The platform learns from billions of healthcare data points, combining foundation models with task-specific agents to identify payment issues and recover funds. The company serves 85+ customers, including 18 of the top 20 health plans in the United States, covering 270 million member lives and generating over $6 billion in annual cost avoidance and recoveries.
The system operates through flexible implementation models - insourced, hybrid, or fully managed - that adapt to individual client strategies and can be deployed or modified overnight. This flexibility reflects the company's commitment to meeting diverse customer needs rather than imposing a single approach.
Machinify's technical approach emphasises responsible AI, incorporating human oversight, continuous feedback loops, and transparent model design to ensure safety and reliability. The team combines data engineering expertise with deep clinical domain knowledge and decades of healthcare industry experience, enabling the platform to understand the complexities of healthcare payment systems.
