Despite the success of "I'm Real", there was controversy over the use of the single's sample and the structure of the song. The song contains an uncredited sample from Yellow Magic Orchestra's 1978 hit "Firecracker" (an electronic synthpop cover of Martin Denny's 1959 melody of the same name), while the remix on the other hand officially interpolates the Mary Jane Girls' 1983 song "All Night Long" as well as borrowing the melody from Rick James's "Mary Jane". .

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