This comprehensive article explores the transformative applications of Artificial Intelligence (AI) and Machine Learning (ML) in healthcare laboratories, specifically focusing on quality control testing. By examining real-life examples, software use cases, and insights from industry leaders and associations like the American Association for Clinical Chemistry (AACC), we analyze how AI and ML technologies are revolutionizing laboratory operations and improving quality control measures.