Composer Diane Warren had submitted "Your Baby Never Looked Good in Blue" for consideration for Exposé to record along with the Warren composition "I'll Never Get Over You Getting Over Me": Arista president Clive Davis had indicated that only one of those two songs could be recorded by the group and while Jurado - who considered "both beautiful songs" - had favored the latter, the group's producer Lewis Martineé opted for "Your Baby Never Looked Good in Blue".
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Written by acclaimed songwriter Diane Warren and produced by Lewis Martineé, the song was included on the group's second studio album, What You Don't Know.
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