We adapt predictive AI/ML to suggest how likely a given set of traits might be present (“a phenotype”) to improve how we might build safer clinical systems and better understand the underlying risks of disease. With an international team of collaborators, we bring scalable AI to precision medicine and postmarket safety surveillance.