Eneryield IntelliView® is an advanced AI-based fault prediction and analytics solution designed to enhance the reliability and sustainability of electric power systems. By leveraging Explainable AI (XAI), it accurately forecasts potential power outages, enabling utilities to implement proactive maintenance strategies and minimize downtime. This innovative tool integrates seamlessly with existing monitoring systems, requiring no additional hardware, and provides intuitive warnings about critical locations within the power grid. By estimating the risk of faults or complete outages in real-time, Eneryield IntelliView® offers early warnings, allowing for timely preventive measures. Its explainable AI capabilities deliver transparent analyses, detailing the root causes, locations, and timings of predicted faults. The solution is compatible with various electric power systems, including overhead lines, underground cables, and underwater cables, and is suitable for integration with digital relays and merging units. By implementing Eneryield IntelliView®, utilities can achieve significant reductions in downtime—up to 60-80%—and lower operation and maintenance costs by 15-30%. This self-financing investment not only optimizes operations but also supports the transition to sustainable energy sources by enhancing grid stability and accommodating the intermittent nature of renewables.