"Good To Me", produced by Tank and Jerry "Texx" Franklin and written by Tank, Franklin, K. Stephens, R. Newt and J. Valentine, was released as the album's fourth and final single. Though the song failed to chart, a music video directed by makeup artist AJ Crimson and co-starring model-actor Keston Karter was released on February 11, 2010. "Lady Love" received generally positive reviews from critics. Samantha Greaves of "Examiner.com" described the album as "very diverse", listing "Take Away Love" as "One of the gems on "Lady Love"" and praised "LeToya's ability to think out the box and to bring to R&B music something different than the vast majority". Meanwhile, Timothy Michael Carson of "About.com" praised LeToya's "versatility" and "soft soprano vocals", but wrote that "many of the songs tend to sound alike" and so ""Lady Love" can quickly become a tiresome listen". Carson commented that "LeToya's vocals are what kept [him] replaying the album over", lending particularly praise to the tracks "I Need a U" and "Don't Need U" – which he named "LeToya's best recording to-date" – before describing the album as a "great listen". Nathan S. of "DJBooth.net" also gave a particularly favorable review of "I Need a U", which he described as a "breathy and burning track that should set the sheets on fire". Nathan also lent praise to LeToya's "fierce personality" on the "remarkable" "She Ain't Got...". However, he noted that "Lady Love isn’t a perfect album" and "at times it feels uninspired and overly deliberate" but wrote that "it’s clearly the work of a woman coming into her own as an artist" and so promised that he is "not going to attach a “formerly of Destiny’s Child” onto LeToya Luckett's name. She will finally be, simply, LeToya. She's earned it". Andy Kellman of "Allmusic" gave a more mixed review however, describing the album as being "just as scattered and uneven as LeToya's self-titled debut", but noted that there are no "shortage of high points", listing; "Regret", the "pummeling, startlingly brash" "She Ain't Got..."