: Some praised the track for its "effortless" delivery and warm storytelling. Country Universe hailed it as one of his finest recent singles, noting that Chesney's vocals sounded better than they had in years without excessive studio processing.

: Conversely, critics at The Singles Jukebox and Kyle's Korner found the lyrical metaphors, such as "salt and sugar," to be awkward or even "creepy". Some felt the "sensual" attempt felt unconvincing for Chesney's established persona. Kenny Chesney's New Song 'Tip of My Tongue' - Rolling Stone

: Chesney described the writing session as one of the most fun of his career, noting that he and Sheeran shared many life similarities despite never having written together before. The track took only a few hours to complete once they settled on the core concept. Musical Style and Production

: While the phrase typically refers to a forgotten word, the songwriters used it literally to describe the physical and emotional sensation of a connection between lovers, specifically the "salt and sugar" of a partner.

: It features a "watery," quiet opening that builds into a lush, full-bodied chorus with layered vocals, muted bass, keyboards, and a steady rhythm track.

Public and critical opinion on the song was notably divided:

: Chesney had the title idea "Tip of My Tongue" for a long time but didn't know how to execute it until he collaborated with Sheeran and Copperman.