 "Billboard" described "Voyeur" as "a worthy followup" to "Mistaken Identity", with "more of a rock edge" than its predecessor.Stephen Thomas Erlewine of AllMusic retrospectively gave the album two out of five stars, stating that "the problem with success is following it.