MachineMD is differentiated by its VR-based neuro-ophthalmology platform, automating eye and pupil testing in a way that can reveal neurological dysfunction earlier and more consistently than manual exams. Its CE-marked position gives it a clearer clinical pathway than many digital neurodiagnostics startups.