AI is reshaping telecom and VoIP network operations, but success depends on clean, reliable telemetry, not endless data. As 5G, cloud, and security demands grow, operators need AI-ready visibility to reduce false alarms, detect threats faster, protect call quality, and deliver stronger service assurance for modern communications networks and users