AI for commercial laundries and healthcare linen plants, tested on invoices and audit files you already closed.

Large healthcare buyers name both programs. University of New Mexico Hospitals' 2017 laundry request covered more than 3,000,000 pounds a year across the main hospital, a surgery center and 33 offsite locations, with pickup and delivery seven days a week, and it required a contractor accredited by both HLAC and TRSA. HLAC, the Healthcare Laundry Accreditation Council, dates from July 2005. It accredits plants running healthcare work alone and plants running healthcare and hospitality together, for three years at a time, with renewal inspections in the 60 days before expiry and the right to return unannounced. A plant in that position gets asked for its records by more than one reader.

Contracts mix their billing units. The Massachusetts Department of Public Health, in a request posted December 5, 2025 for four state hospitals, priced flatwork such as sheets and pillowcases and rough dry items such as towels and gowns by the pound, and cubicle curtains and uniforms by the piece. It also asks for exchange carts of clean linen, monthly usage data and compliance with the Joint Commission, CMS and OSHA. Those carts carry paperwork too: TRSA revised its Hygienically Clean Healthcare standard in May 2016 to cover their care and use, and certified plants are inspected on it. Each invoice line needs its own unit before anyone can say it is right.

Lodging can write par as a count by place. Nebraska's 2019 request for linen at two state parks answered one bidder's question this way: 35 king fitted sheets in the cabin, 35 in storage and 35 in the laundry, 105 in all. The same addendum told bidders that towels get folded in half twice. A hotel or restaurant account can read nothing like a hospital contract, and one billing desk may handle both, so the sample should come from your real mix of customers.

Customers keep their own score. UNM Sandoval Regional Medical Center's 2016 linen request asked for cost per adjusted patient day, usage by area and facility per patient day, and inventory summaries naming replacement rates, mysterious disappearance, par levels and inventory value. Numbers like those start with the tickets your drivers leave at the dock, which is why a check that runs before billing is the place to begin.

Rules vary with the address. EPA proposed national effluent limits for industrial laundries in 1997 and withdrew them in 1999, concluding that existing local pretreatment authority could handle isolated problems. HLAC's standards expect evidence of wastewater and air permit compliance where it applies, and its inspection guide asks plants to disclose state and local requirements, with California's Title 22 given as an example. One plant's audit file won't match another's, so an honest test runs on your own records. Nothing on this page is legal, medical or engineering advice.

One limit covers both jobs. The proof of concept never touches your plant system, a billing system, a live invoice or a live audit response. It never reads patient information, adjusts an invoice, judges a test result or sends a response, and every sample document must be free of patient information. A person in billing resolves every difference, and your plant manager sends every file.