AI for facility services, tested on work you already billed.

A finished job leaves a work order, a signed ticket or a portal check-out, the crew's hours, and usually photos. Someone in the office turns that into an invoice the customer will pay. Copies of old jobs come with the invoice that actually went out, and sometimes with the rejection that came back. That gives your reviewer, whoever in your office knows this billing best, an answer to check every draft against.

The contract amount is rarely the problem. A monthly maintenance or cleaning contract bills on its schedule whatever the crew did that week. The paperwork matters for everything outside it: enhancements, repairs, floor care, storm cleanup, an after-hours call. Those lines each need the right proof, the right rate and the customer's own reference number before they get paid.

Multi-site customers, and the facilities management companies that hire local crews, often dispatch through portals such as ServiceChannel and CorrigoPro. Each work order carries its own number and a not-to-exceed amount, and the invoice is judged against both. A draft that ignores those rules gets sent back, however good the work was.

The trade is also consolidating. KPMG's fall 2025 facilities services update calls landscaping highly fragmented and puts private equity behind most of the sector's 2025 deal volume through the end of August. A company that buys others inherits their billing setup, their software and their customers' portals, and the billing desk is where those differences meet.