A system for identifying and transferring parcels includes a robot singulator configured to engage and transfer individual parcels in a bulk flow of multiple parcels on a first conveyor to a singulated stream of parcels on a second conveyor. The system further includes a vision and control subsystem, with a first camera for acquiring image data of the bulk flow of multiple parcels, and a computer that receives and processes the image data to identify and segment individual parcels, and then communicates instructions to the robot singulator to engage and transfer each of the individual parcels to the second conveyor. The system may further include a second camera for acquiring image data of the individual parcels to confirm placement on the second conveyor. The system may further include first and second indexing conveyors controlled by the vision and control subsystem for delivering parcels to the robot singulator.