We have built an AI Deep Learning platform for the doctor's community and telehealth support for patients during the COVID-19 lockdown. The doctor's community interacts related to cases and triage for different patient cases. They can extend telehealth support using medical practice management solutions. Patients can order medicines online through integrated pharmacies on the platform. This AI based Deep Learning Platform has digital, voice, video, and knowledge assistants to provide information to the doctor using the knowledge base. AI techniques used in the platform are NLP/NLU, conversational agents, Intelligent Assistants, Deep Learning, knowledge studio, machine learning, knowledge mining, cognitive search, and decision-making applications.