Members Cassandra Lucas and Charisse Rose worked with a variety of producers on the album, including R. Kelly, Bryan-Michael Cox, Jazze Pha, Bryce Wilson, and singer Joe.

Guest vocalists include rappers Queen Pen and B.R.E.T.T., singer-producer Malik Pendleton, and singer Lil Mo.

The album spawned the singles "That Other Woman" and "Ladies' Man"; the former reached the top five of the US Dance Club Songs.

MacKenzie Wilson from Allmusic found that the album "brings about more of a mature attitude and a sheer presentation of urban beats and classic R&B grooves.

The 15-song set list featured on Visit Me is slightly vibrant [...] They do not hide anything, and that serves for a brash delivery alongside fellow female artists such as Toni Braxton, Whitney Houston, and Lil' Kim.