[2] Moroder's soundtrack to Metropolis was widely criticised by reviewers, but "Here She Comes" was frequently noted as one of the strongest tracks.

In The Pittsburgh Press', Jim Davidson described the usage of "Here She Comes" as "the only right-on-the-money correlation of music and image.

"[3] Bruce Bailey of the Montreal Gazette said that the song was so strong that it should be released as a single.

[5] In The Age, Mike Daly described Tyler's performance as "sensational" and noted the track's "powerful, slow rock accompaniment".

The video was investigated by the British Independent Broadcasting Authority due to its frequent use of the Renault 5 car.