Imitator is a novel method for personalized voice-driven 3D facial animation. Given an audio sequence and a personalized style embedding as input, we generate personalized motion sequences with accurate lip closure for bilabial consonants ('m', 'b', 'p'). The style embedding for the subject can be computed using a short reference video (e.g., 5 seconds).