[4] Different musical techniques are used throughout the song, including artificial reverb in the chorus and delay applied to the snare drum.

[5] The duo's guitarist Hester Chambers provides backing vocals[2] while main vocalist Rhian Teasdale performs the song with the same detached semi-speak technique she has been using for the band's previous singles.

[1] Ethan Spivey of WRLT said that "Too Late Now" is "dream pop or rock externally, but reads more like grunge music".

[6] The band performed the song during their Tiny Desk (Home) Concert, alongside "Chaise Longue", "Wet Dream" and "Oh No".

In the video, which features sci-fi elements, both member of the duo are zapped onto the empty roof of a parking garage, quickly followed by three men.

He rated it 6.6/10, saying that the "only recognisable element of the original version of the song is Rhian Teasdale’s vocals, which are chopped up, pitch modulated, and transformed within an entirely new composition".