Vision Accuracy Gains Push Full Fleet Rollouts
Computer vision item-recognition accuracy crossed 98.5 percent in leading commercial deployments during 2025, clearing the threshold most grocery chains had set before approving fleet-wide rollouts beyond flagship pilot stores. Retailers had spent several years testing smaller batches while accuracy hovered near 94 to 96 percent, a range too error-prone for unattended checkout. Vendors closed the remaining gap using larger training datasets pulled from actual store traffic rather than lab conditions, and chains report shrink reductions of roughly 30 percent once carts replace a meaningful share of staffed lanes across a store's daily throughput.
Market Impact: Vacancy near 12 percent drives urgency








