The complex landscape of medical coding and billing has taken on a critical role, particularly in the context of the ongoing COVID 19 pandemic. Adapting to the changing dynamics of healthcare is crucial for accurately documenting tests, treatments, and diagnoses related to the virus. Healthcare practitioners have integrated new codes and guidelines, often sourced from bodies like the American Medical Association (AMA) and regulatory entities such as Medicare and Medicaid.