A system and computer-implemented method for synthesizing multi-person speech into an aggregate voice is disclosed. The method may include crowd-sourcing a data message configured to include a textual passage. The method may include collecting, from a plurality of speakers, a set of vocal data for the textual passage. Additionally, the method may also include mapping a source voice profile to a subset of the set of vocal data to synthesize the aggregate voice.