Many IOT in the healthcare industry offers improved medical facilities for patients, benefiting doctors’ offices and hospitals as well. The Internet of Medical Things (IOMT) plays a crucial role in enhancing the accuracy, reliability, and efficiency of electronic devices within the healthcare sector. Researchers are advancing a digital healthcare system by connecting existing medical resources and healthcare services. While IOT is impacting various industries, our focus is on its research contributions to the healthcare sector. The proposed system integrates multiple medical equipment, such as sensors and web or mobile-based applications, enabling communication across a network. This system facilitates the monitoring and storage of patient health data and medical information during the pandemic situation and after math. Additionally, using machine learning and data analysis, the proposed system aids in predicting the severity of the pandemic in different zones, offering potential solutions. The system seeks to improve outcomes for post-COVID-19 patients by using a multimodal approach to track their health.