There are still many important obstacles that make evaluating COVID-19 as a pandemic difficult. Utilising all of the tools and resources available in the field is essential to overcoming these obstacles. Although RT-PCR, a method that is commonly employed, is excellent in detecting the presence of viruses, its ability to determine the severity of an illness is still limited. This work presents a reliable and effective automated approach that uses CT scan images to stratify COVID-19 severity into three different categories are mild, moderate, and severe.