AI handles fault detection, categorization, and severity ranking automatically. It prioritizes issues by estimated power loss rather than raw fault counts, so teams focus on fixes that recover the most revenue. AI also catches invisible faults, like shorted bypass diodes, which erode capacity quietly before they show up as obvious failures.