A system for automatically installing and managing devices in a home network implements automated configuration and maintenance of devices and peripherals. A service platform facilitates automated discovery and deployment of home networks and devices that interact with the network. The system includes a monitoring and learning processes for automatic issue detection and alerting. Activity of users and devices within the home are monitored, usage patterns are learned and applied back to the system to improve the digital performance of the home. This system leverages data center, service node, and agent software in the devices to access a knowledge base storing data regarding home entities. A hierarchical index model is used to assign intelligence levels to these entities based on certain parameters. The indices are used to direct alert messages, take an action, and implement a targeted facility for providing communications from network managers or service providers.