The product is offered to health providers and health plans as a platform to engage, motivate and activate their at-risk patients/members to enable discharges to home, follow up from ER visits, closing care gaps and slowing, preventing or managing the onset of chronic diseases from metabolic conditions. Developed on a leading conversational AI platform that supports voice and text patient interactions with YODHA chat bot on smart phones and desktops. The product integrates patient data from EMR and claims records with information that is gathered in structured chat interactions to tailor personalized engagement strategies that align with the health care organizations patient engagement goals.