Christian Pulisic pulled Milan level from the penalty spot after 71 minutes before under pressure Juventus defender Federico Gatti inadvertently turned into his own goal four minutes later.
Conceicao has been called in to get Milan's ailing season back on track, and he enjoyed a fine start with an unexpected victory in Friday's semi-final in Riyadh.
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