Patent-pending platform that ingests, validates, enriches, and unifies healthcare provider data from any source into a continuously accurate, compliance-ready data fabric that feeds directories, claims, credentialing, and network operations for health plans. Self-learning source-authority validation with real-world feedback loops eliminates ghost networks, enables 90-day regulatory verification (CMS/No Surprises/REAL Health Providers Act), and reduces provider data management costs.