Johnny Loftus of Allmusic gave 3 out of 5 stars exclaiming " Producer Maurice White doesn't take too many risks with Feel My Soul -- he wisely keeps the focus on his star's voice."[1]Stephen Holden of the New York Times wrote "Feel My Soul is a confident, sophisticated album bursting with spirit and intelligence. While it mutes Miss Holliday's bluster somewhat, it doesn't seriously dampen her emotional fire."[3]Phyl Garland of Stereo Review commented "Feel My Soul, Holliday's album debut, puts her to the test as a solo performer. With a showcase production by Maurice White, who also shaped Deniece Williams's auspicious first release a few years ago, it proves that Holliday's promise was no illusion."[10] With his 3 out of 5 stars rating Jack Lloyd of the Philadelphia Inquirer stated "Brought up on gospel music, Holliday possesses a powerful voice, and many gospel influences are evident on the album, produced by Maurice White of Earth, Wind & Fire. At times, it seems here that Holliday is trying too hard to demonstrate the dynamic capabilities of her voice, but it is clear that she will be heard from for some time to come."[5]