Methods, apparatus, computing devices, computing entities, and/or the like associated with a robotic sortation system are provided. An example method may include receiving imaging data associated with a first item at a first sorting location of a material handling system, determining a sorting destination for the first item based at least in part on the imaging data, determining a plurality of first-tier robotic devices and a plurality of second-tier robotic devices based at least in part on the first sorting location and the sorting destination, and generating a first sortation scheme for the first item.