In July and early August 2020, a total of 137 people in Ireland received warnings that they had potentially been exposed to the coronavirus that causes coronavirus disease 2019 (COVID-19) [1]. The bad news came not from a doctor or public health worker, but from a cell phone app they had downloaded that tracks close contacts between individuals (Fig. 1).