In this June, 2023 Mayo Clinic Hot Topic, Bobbi Pritt, M.D., describes the challenges to traditional microscopy for detection of protozoa in stool specimens; lists potential uses of artificial intelligence in parasite detection; and discusses workflow modifications that may be needed when implementing digital slide scanning and AI-assisted interpretation.