"My Boo" was also a big hit in New Zealand, where it peaked at number three in October 1996.Originally, an artist named Akema Johnson-Day was slated to provide lead vocals for the song with Virgo Williams on background vocals, however when a scheduling conflict prevented Akema from taking part in the production, Virgo Williams’ vocals became the lead vocals.