A mechanism is provided for optimizing a language/media translation map. A user input is received comprising an input language/media selection, one or more output languages/medias selections, and a threshold for at least one of accuracy or throughput of one or more requested language/media translations. For each of the one or more requested language media translations, a determination is made as to whether an accuracy or throughput of a selected one of an automated translation system or a human resource translator is above the threshold for the at least one of accuracy or throughput. Responsive to the accuracy or throughput being above the threshold, either the selected one of the automated translation system or the selected one of the human resource translator is added to a multiple language/media translation map. An optimized multiple language/media translation map is then generated for use by a translation orchestration module in the data processing system.