AI-based system for establishing channelized communications and resource management for an organization. The system includes: a processor of a channel server node connected to an organization network; a memory on which are stored machine-readable instructions that when executed by the processor, cause the processor to: monitor the at least one organization network to collect analytics data comprising workflow data, generate a plurality of classifiers based on the analytics data, the plurality of classifiers comprising data reflecting nodes and associated pivot objects of the at least one organization network, feed the plurality of classifiers to an AI/ML module configured to output configuration parameters for at least one communication channel; and generate the at least one communication channel for the at least one organization network based on the configuration parameters.