[2] The album features guest appearances from Travis Scott, Nicki Minaj, Snow Strippers, Bring Me the Horizon, Don Toliver, and Babymetal.

Production was handled by a variety of record producers, including Bring Me the Horizon themselves, Don Cannon, Brandon Finessin, Arca, Bnyx, Oogie Mane, Cubeatz, WondaGurl, Bugz Ronin, Ken Carson, Bobby Raps, Rick Rubin, Serj Tankian, Daron Malakian, Kobametal, Wheezy, and Charlie Handsome, among others.

"[22] Clayton Purdom from Rolling Stone stated: "Their long-awaited Pink Tape finds an artist still relentlessly barreling forward, leaving everyone in the dust–including, quite possibly, many listeners.

It's superhero theme music from an anime-worshiping genre apostate — an album of light-cycle chases and samurai clashes set to Def Leppard shredding.

[23] Matthew Ritchie from Pitchfork stated: "At 26 tracks, Pink Tape is bloated and messy, with occasional flashes of excellence between grating screamo misfires and unremarkable songs that feel like retreads of Playboi Carti or Trippie Redd hits.

It undermines Uzi’s sterling record and acts as a cautionary tale about undiscerning genre adventures; instead of driving into exciting new terrain, it seems like they are just veering in the wrong direction.

[25][26] 18 of the album's 26 tracks debuted on the Billboard Hot 100, helping Uzi become the fourteenth artist in the chart's history to log 100 career entries on the survey.