AllMusic noted that I'll See You in My Dreams was her third musical film of 1951 and "Warner Bros., which had her under contract, didn't yet have a record company, so there were no official soundtrack albums from these films, but Columbia Records, which also had her under contract, was happy to take up the slack by having her make studio recordings of the songs from the films, sometimes with members of the cast ... with 'I'll See You in My Dreams' ... Danny Thomas was along for a couple of guest appearances -- he duetted with her on 'Ain't We Got Fun' and 'Makin' Whoopee!' -- but this was mostly Day's show. The songs were Tin Pan Alley and show tunes for which Gus Kahn had contributed lyrics, and as she had on her previous movie tie-ins she did right by the music here, backed by Paul Weston's orchestra and the vocal chorus of Norman Luboff and the Lee Brothers".[3] American author Tom Santopietro gave the album an 'A' grade, saying it was "great songs by a great singer".[4] British music writer Colin Larkin awarded it a "good" rating in his Encyclopedia of Popular Music.[5]