Identifying specific fault locations becomes challenging in the case of underground systems resulting in substantial costs for Transmission Operators. Using Barbara, REDEIA managed to capture and process the data and execute AI algorithms at scale, facilitating the efficient operation and predictive maintenance of high-voltage transmission lines through the deployment and orchestration of distributed artificial intelligence and machine learning.