a cutting-edge machine learning tool designed to empower primary care physicians in the complex task of chronic pain management. PPT analyzes patient data to provide personalized treatment recommendations, moving away from a trial-and-error approach. By delivering data-driven insights, PPT aims to improve patient outcomes, reduce healthcare waste, minimize opioid dependence, and streamline PCP workflows.