"Voyeur" peaked at number 25 on "Cash Box"s Top 100 Singles and number 29 on the "Billboard" Hot 100. Internationally, the single reached number five in Norway and number 10 in Spain and Sweden. It featured a then-controversial music video, which was later banned for its suggestiveness. The song received a nomination for Best Female Rock Vocal Performance at the 1983 Grammy Awards.