This solution aggregates disparate data streams into one application and uses machine learning to identify denials hotspots and hidden denials from seemingly unrelated data. Daily revenue risk scoring provides the insights to guide decision making. The metrics, reporting, and benchmarking solutions in Lumedic Alphalytics provides revenue cycle professionals with the timely visibility for process improvement. Our focus is to work with mid-size health systems and help their revenue cycle executives with timely visibility into root causes of denials and underpayments to prevent them from re-occurring, and ultimately recover/prevent lost revenue.