During the COVID-19 pandemic, an NDA-bound project aimed to create software to help hospitals manage procedures and recommendations based on patients’ symptoms and history. Facing the urgent need for a reliable, scalable system, the challenge involved reviewing the architecture, ensuring thorough testing, conducting stress tests, identifying bottlenecks, and advising on risk mitigation to guarantee the software’s performance and resilience in healthcare settings.