For You reached No. 163 on the Billboard 200 and No. 21 on the Billboard Soul chart. "Soft and Wet", the album's lead single, became a minor hit on the Billboard Hot 100, peaking at No. 92. However, it became a Top 20 hit on the Billboard Hot Soul Singles chart, peaking at No. 12. In 2016, after Prince's death, the album re-charted on the Billboard 200, reaching No. 138.
Prince started recording in September 1977 at Sound 80 in Minneapolis, Minnesota, where he had previously made a demo. Friend and producer David Rivkin (later known as David Z) provided advice and engineering assistance. Rivkin was being considered for the role of executive producer, but Warner Bros. instead chose Tommy Vicari, known for his work with Gino Vannelli. Vicari suggested taking the project to a studio in Los Angeles, but Prince's manager Owen Husney chose the Record Plant in Sausalito, California. Shifting the project to California, Prince, Vicari, Husney, and Husney's wife settled into an apartment in Mill Valley, California, with a view looking down at Sausalito and out to the San Francisco Bay.
Starting in October, the basic tracks were recorded over three months at the Record Plant. Vicari tried to exert his influence as producer but Prince shrugged off any advice that was contrary to his wishes. Prince worked obsessively on the project, singing all vocals and playing all instruments, including acoustic, electric, and bass guitar; acoustic and Fender Rhodes piano; synth bass; various keyboard synths by Oberheim, Moog, and Arp; orchestra bells; drums and percussion. He used the Oberheim to provide the sound of a horn section, but with guitar lines layered into the mix. The basic tracks were finished in late December 1977. Husney later observed that Prince had drained Vicari during the recording process, such that Vicari was "heartbroken" because he had just been "treated like shit".
In January 1978, Prince and Vicari moved the project to engineer Armin Steiner's Sound Labs studio in Hollywood to begin overdubs and final mixing. Prince distanced himself further from Vicari, concentrating on laying down multiple vocal lines to create a polished commercial sound. Warner Bros. selected an art director to design the album cover but Prince booked his own photography session with Joe Gianetti, resulting in a head shot taken in a dark room with Prince's face lit by candlelight. Prince completed the final mixes on February 28. The total project cost $170,500—US$708,358 in 2021 dollars—three times the original budget. With all the work, including 46 vocal lines layered into the first track, Prince was exhausted. He later said that he was a "physical wreck" when he finished.