Quality Assurance (QA) is a critical function for any organization that strives to deliver high-quality products and services. In an era where digital transformation for infrastructure and smart systems are reshaping industries, traditional QA approaches are no longer sufficient to ensure the level of precision and reliability expected today. This is where Artificial Intelligence (AI) comes into play. AI, combined with IoT and embedded systems, is transforming how QA is perfo