This article examines the possibilities provided by computers for the study of semiotic units in music. It maps the computer analysis software and projects that have been developed during the last decades; it studies different semiotic aspects related to the representation of musical units; on these bases, it finally reflects on the epistemological, heuristic and methodological challenges of digital approaches for investigating sense and meaning in music.