Systems and methods include receiving visual representations of components in network elements in a network; responsive to training a machine learning model to evaluate the visual representations, analyzing the visual representations using the machine learning model to determine a status of the components; and providing the status of the components to an inventory application for any of updating the inventory application and reconciling existing data in the inventory application.