Following its release, Jason Lipshutz from
Billboard included "My Love" in his list of the 10 cool new pop songs to get you through the week and wrote: "My Love" is designed to be bellowed among groups of friends on the dance floor, and succeeds in pushing Leigh-Anne's sound into the future". In a review for
Women in Pop, Ruby Okoro described it as an "Afropop sound mixed with R&B and classic pop", and gave praise towards Leigh-Anne's vocals. Martie Bowser from
Blavity described it as an anthem that explores the complex truths about self-love and relationships.
DIYs Daisy Carter wrote that the "afrobeat-influenced track serves as a celebration of Nigerian culture and creatives".
Fault Magazines Miles Holder described it as a song "that shows off Leigh-Anne's versatility as an artist, as she ventures into new sonic territory, embracing the vibrant rhythms of afrobeat".
Euphorias Nmesoma Okechukwu wrote that "My Love" is "exciting, and makes you want to jump up and start dancing, while its accompanying music video has all the ingredients of great visuals and beautiful choreography".
LBB wrote how the music video celebrates Nigeria's rich culture and masterfully weaves elements of local fashion, dance, and the country's landscapes". They further added how "My Love" stands as a testament to the magic that happens when exceptional talent, culture, and creativity unite". == Music video ==