Sorting is the first judgment call. A worker opens bags and divides sheets from towels from gowns, pulling out anything with a stain that needs pre-treatment and anything that would damage the load, such as a pen or a glove. Loading a washer means filling it to the right weight without packing it tight. At the other end, feeding the ironer means grabbing a wet sheet by two corners, snapping it flat, and laying it square onto the belt at walking pace.
Folding is where the hands do the most. Towels get a three-fold or a tri-fold at speed. Fitted sheets get their corners tucked in a particular order. Stacks go onto carts in counted bundles. We capture this from head cameras on workers at the sort, feed, and fold stations, and from fixed cameras over the machine line, across full shifts in operating laundries in five countries.
Delivery is segmented by station and by load, with steps carrying plain-language labels: opening bags, sorting by type, loading the washer, feeding the ironer, folding, stacking. Failure tags note rewashes, jams at the ironer, and misfolds caught at inspection. Hand, linen, and cart tracking can be added, and we write output into your schema and send it to your storage.
Every worker on camera is consented and paid, and the footage is cleared for commercial model training. A sample is available within a business day of your request.