It is an EDM and house influenced track that takes inspiration from Madonna's previous works, including "Vogue" (1990), Erotica (1992) and Confessions on a Dance Floor (2005).
"I Don't Search I Find" received generally positive feedback from music critics, who praised its sound and deemed the track one of the best songs from Madame X.
[13] On December 6, 2019, an extended play (EP) featuring three remixes of the song created by Honey Dijon was released for digital download and streaming through Interscope Records.
[16] Commercially, in the United States, "I Don't Search I Find" became Madonna's 67th entry on Billboard's Dance Club Songs chart, where it debuted at number 54.
[19] Madonna expressed her gratitude in a statement to Billboard; "dance is my first love [...] so every time one of my songs is celebrated in the clubs and recognized on the charts it feels like home".
[26][27] The performance was praised by the Miami New Times' Celia Almeida, who expressed that Madonna "embodied her femme fatale Madame X persona in an interrogation scene that recalled Michael Jackson's noir music video for 'Smooth Criminal'".
[32] Jaime Tabberer, from Gay Star News, opined that "once it gets going, disco stomper 'I Don’t Search I Find' is a class of its own", and described it as "a Confessions number that criminally ended up on the cutting room floor.
"[33] Gay Times' Daniel Megarry deemed the second best track on Madame X; "if 'Justify My Love', 'Rescue Me' and the best bits of Confessions On A Dance Floor had a lovechild, it'd be this [...] Absolute heaven.
"[5] Robbie Barnett from the Washington Blade wrote: "if Music and American Life had a baby with Confessions on a Dance Floor as its stepmother, it would be the mid-tempo treasure 'I Don't Search I Find'", comparing it to Madonna's 1991 single "Rescue Me".
[9] On a more critical note, The Hollywood Reporter's Jonny Coleman said that "even though it's a clear rip-off of 'Vogue', it's the closest thing [on the album] you can actually imagine human beings dancing to.