This automation directly targets the costly diagnostic bottleneck where Level 1 agents manually pivot between CRM tickets and network management systems like Amdocs, Ericsson OSS, or ServiceNow. By fusing real-time customer-reported symptoms with live network element alarms, topology data, and historical KPIs, the workflow identifies the probable root cause—be it a faulty node, congested sector, or backhaul failure—before dispatching a field technician. The operational upside is a 40-60% reduction in diagnostic time, lower repeat truck rolls, and the ability to proactively notify affected customers, directly protecting retention economics.




