[2] A promotional remix featuring 50 Cent and an alternate line by Missy Elliott was also released to mixtapes in order to generate further buzz for the single.

"[11] Vibe editor Laura Checkoway wrote: "Built on her signature melancholy foundation, Tweet’s inspiring sophomore reintroduction, It's Me Again, is stacked solid with songs that chronicle her ongoing struggles through love’s many stages.

"[16] The New York Times critic Kelefa Sanneh found that It's Me Again was "more proof that Tweet, a protégée of Missy Elliott, remains a radically sensual singer.

"[10] Christian Hoard from Rolling Stone wrote that much "of the album shuffles between romantic ecstasy and agony with tempos crawling and Tweet stretching out lush melodies till they're barely recognizable.

"[13] It’s Me Again, doesn’t stray too far from the formula of Tweet’s stellar debut: cool, acoustic-driven midtempo ballads with a few club bangers thrown in for good measure, including the fun and funky “Sports, Sex & Food” and the discofied “Things I Don’t Mean.” This time, though, the club tracks are a bit less immediate and the slower songs, particularly “Small Change” and “I’m Done,” don’t distinguish themselves from one another the way they did on Southern Hummingbird.