Software as a service (SAAS) services featuring software for analyzing healthcare insurance claims data to support payment integrity review and audit oversight; providing decision-support analytics to identify duplicate, inconsistent, or anomalous claim patterns; and generating explainable outputs to support claims oversight and review.