How we use AI, deep learning, and generative AI in the Tempur-Pedic Sleeptracker-AI^® platform: We use AI to analyze sleep data collected by the Sleeptracker-AI^® system to help identify different sleep stages, detect sleep disorders, and provide users with personalized sleep recommendations. With AI data science methodologies, we can closely match gold-standard PSG sleep analysis and continue to improve accuracy and applicability in real-world settings. We, of course, carefully consider bias and other ethical issues in that process. Our methodologies include deep learning, generative AI-supervised learning, and reinforcement learning techniques. To continually generate training data, we operate two clinical PSG sleep labs.