Retail or Commerce

Video of shelf restocking and facing, price tagging, stock handling, fresh counters, and cart retrieval from working stores, annotated for physical AI.

Retail floors change constantly. Products move, packaging changes, customers get in the way, and the work has to happen without disrupting the store. Restocking a shelf or facing a display is a long sequence of small grasps and placements that a robot needs to see many times.

Our collectors wear cameras through shifts of restocking, facing, tagging, receiving, fresh counter work, and cart retrieval. Fixed cameras capture the aisle or back room in sync.

We collect in grocery, convenience, and general retail stores under their customer privacy rules. Customers are not the subject of collection. Staff are consented and paid.

Episodes are segmented by task with language labels, product and fixture tags, and outcome marks. Delivery is in your format with a manifest.

Pick the tasks below and request a sample.