A method, a system, and a non-transitory storage medium are described in which a AI-based self-management network service is provided. The AI-based self-management network service may include AI-based self-routing management, AI-based self-capacity management, and AI-based self-fault and recovery management for a self-managed network and services. The AI-based self-routing management service may calculate predicted utilization values of network resources of a network path, and calculate a predicted path weight based on the predicted utilization values. The AI-based self-fault and recovery management service may refine the identification of probable causes of failures and selection of recovery actions, and generate new probable causes of failures and new recovery actions based on a machine learning model.