Piece Picking Crossed From Demonstration Into Production
Robotic grasping spent a decade handling curated item sets in demonstrations while failing on the deformable packaging, transparent film, and irregular shapes that real warehouses contain in quantity. Improved vision, suction and gripper design, and learned grasp planning have pushed success rates to roughly 98% across mixed populations, which is finally high enough to deploy. The commercial significance is that piece picking addresses the most labour-intensive task in fulfilment, so each installation displaces more labour than any other automation. Remaining failures still need human intervention, which shapes how operators design the surrounding workflow.
Market Impact: Grocery orders exceed 50 lines








