Networks and service providers.
WHERE IT IS USED
Network fault prediction and prevention Traffic optimisation Customer service automation Fraud detection Capacity planning
FOR NETWORK OPERATIONS
Predicting equipment failure and degradation from telemetry.
Genuinely valuable where downtime is expensive and data exists.
FOR CAPACITY PLANNING
Forecasting demand from usage patterns.
Works while patterns are stable.
FOR CUSTOMER SERVICE
Heavy use of automation in an industry where customer experience is already a weak point.
The common failure: customers unable to reach a person about a problem the system cannot handle.
WHAT THAT COSTS
Churn, complaints and regulatory attention.
FOR FRAUD
Detecting unusual usage patterns: SIM fraud, subscription fraud, unusual international traffic.
WHAT MUST REMAIN HUMAN
Disconnection decisions Billing disputes Anything affecting a customer's service
FOR SMALLER PROVIDERS
The practical gains are in fault detection and documentation, not in sophisticated automation.
