A processing workflow method, system, and computer program product provide the ability; to recommend alternative programming during playback of a source media program. A media program player plays the source media program to a first viewer and provides information regarding the first viewer to a recommendation engine. The recommendation engine calculates and sends the media player a list of recommended media program candidates (including identifications of the candidates) based on the information. Prior to reaching an advertising break in the source media program, the media player transmits a request (including the identifications) for an advertisement to an advertising server and in response, receives an advertisement that is played to the first viewer during the advertising break.