Autonomous networks promise faster VoIP service delivery, smarter telecom automation and stronger network reliability. But success depends on trusted physical network data. As CSPs modernize legacy records with AI-driven validation and scalable inventory tools, accurate visibility becomes essential for reducing outages, optimizing VoIP operations and securely enabling truly self-healing networks.