Abstract: Exemplary embodiments of the present disclosure can analyze image(s) of pill son a tray captured by an imaging device to count the quantity of pills dispensed on the tray; generate visual proof of inventory fills for controlled substance reporting; validate correctness of items, by color, size, shape, inscription; and/or detect foreign objects, such as broken pills, incorrect pills, and/or other objects on tray. The image(s) can be augmented based on the analysis of the image(s) and augmented image(s) can be rendered on a display.