"Rolling Stone" writer Chuck Arnold called it "finger-snapping balladry", likening it to a duet between Marvin Gaye and Tammi Terrell.Melanie J. Sims of the Associated Press felt that "Like I'm Gonna Lose You" was the "most refreshing" track on "Title", and deemed it "a nice change of pace sonically".