Harshil Lodhiya

Pattern Intelligence: Unsupervised, LLM-Interpreted Discovery of Systematic Underpayment and Denial Patterns in Healthcare Revenue Cycle Management

Pattern Intelligence is a deployed system that discovers recurring, correctable patterns without supervision by clustering claims on their adjudication behaviour rather than their identity, and evaluates validity through cluster-coherence analysis and quantify impact with a recoverable-opportunity metric.