In high-risk products such as electric vehicles, battery systems, and energy storage solutions, high-voltage or battery-related issues can emerge at different stages of the product life cycle. These incidents are rarely caused by a single component failure. More often, they result from the combination of design decisions, system integration, usage profiles, environmental conditions, and operational processes. This makes both early detection and correct handling particularly c