In the intricate world of acute care, every step holds the potential to significantly alter a patient’s journey. While some paths lead to reduced hospitalizations and seamless recoveries, others may unfortunately result in adverse outcomes. This raises a pivotal question: can AI guide us towards the most optimized care pathways for superior health outcomes? Imagine harnessing the power of AI, including Generative AI and NLP techniques, to sift through millions of patient claims and medical literature, and dynamically recommend the next best action in real-time. In this talk, we delve into a groundbreaking approach that leverages a care sequencing algorithm to revolutionize patient care. By studying its impact on home healthcare, specifically for wound-related episodes, we uncover how AI, reinforced by Generative AI and NLP techniques, can transform the landscape of acute care—paving the way for fewer hospitalizations, improved recovery rates, and a future where personalized, efficient care is within reach for everyone. Join us as we explore the frontier of AI in healthcare and unlock the potential to redefine patient care pathways.