Chest X-ray imaging is an inexpensive and widely available imaging technique for diagnosing and monitoring the chest wall, heart, and lungs. What radiography lacks in comparison to CT in terms of image quality, it makes up in wide availability, small radiation dose, and fast and easy emergency diagnosis, even directly in the ICU. In collaboration with clinical experts at Charité Berlin, MEVIS is developing AI-powered tools to assist radiologists in diagnosis, staging, and monitoring of COVID-19-induced lung disease in chest X-ray images.