The production on the album was handled by multiple producers including ATL Jacob, FnZ, Southside, Taurus, TM88, and Wheezy, among others.

The album features guest appearances from Kanye West, Gunna, Young Thug, Drake, Tems, EST Gee, and Kodak Black.

[6] The music video for the song "Keep It Burnin", featuring American rapper Kanye West, was released on April 29, 2022.

[11] Kyann-Sian Williams from NME enjoyed the album, saying, "At times, in the past, he has relied on his autotune to compensate for lacklustre lyricism, but Future is a megamind whose pioneering spirit is the very reason trap feels alive today.

critic Michael Di Gennaro said, "It's not a complete return to form, but it's a reminder that even later in the journeys, all-time greats' talent and dedication to their craft can still yield impressive results".

[15] Reviewing the album for HipHopDX, Anthony Malone stated, "I Never Liked You continues his stagnation from High Off Life, settling for comfort rather than experimentation.

[16] In a lukewarm review, Pitchfork's Alphonse Pierre wrote, "Stymied by formulaic collaborations and unmemorable beats, the rapper's latest has the ingredients of a really good Future album but lacks the depth of one".

[19] Robin Murray of Clash said, "It's not a bad record – the highs more than justify your entrance – but with a rumoured follow up on the way, perhaps it's time for Future to break a few of his own rules once more".

[14] I Never Liked You debuted at number one on the US Billboard 200 chart, earning 222,000 album-equivalent units (including 6,000 copies in pure album sales) in its first week.