A fractional AI Ops Department for hospitality, PMS recon to group billing.

The ops function at a boutique hotel group with three to eight properties is usually nobody officially. The GM at each property runs ops on the side of running the property. The finance contact at the corporate office handles month-end close, vendor payments, and the OTA commission invoices when she can get to them. The corporate sales manager owns the group billing reconciliation because she signed the contract. The F&B side runs on the chef inventory count and a supplier spreadsheet that nobody outside the kitchen has seen in three months. Nobody owns the back office because every person who could own it is also doing two other jobs.

The PMS environment compounds the problem. Each property has its own Opera, Mews, Cloudbeds, Protel, or RoomRaccoon instance. Each instance produces its own occupancy report, ADR report, RevPAR report, and reservation export on its own cadence. The corporate office tries to pull a multi-property weekly report by exporting CSVs from each PMS, normalizing the columns in Excel, and emailing a deck to the GMs by Tuesday afternoon. The deck is stale by the time it lands because the channel manager has shipped new reservations into the PMS overnight. The revenue manager brief that should land in the GM inbox by 7am every morning lands in the GM inbox once a week, on a good week. Pricing decisions get made on stale data, which means rate parity issues, OTA commission leaks, and missed yield opportunities.

The OTA commission picture is the most expensive of the ops failures. Booking.com, Agoda, Expedia, and Trip.com each ship their own commission statements on their own cycles, with their own dispute windows and their own reconciliation formats. A typical boutique group lets two to four percent of OTA commission billing go unchallenged because nobody has the bandwidth to reconcile the statements line by line against the PMS booking record. On a 2M room revenue book that is 40K to 80K a year flowing out the door on commission lines that never get audited. The finance contact knows this and knows there is no way for her to fix it inside the time she has. See AI for Hospitality for the integrated picture across all four functions.

The ops work inside hospitality is structured, repetitive, and high-leverage. PMS reconciliation against the channel manager is a line-by-line match across reservation IDs, rate codes, room nights, and total revenue. OTA commission reconciliation against the PMS booking record is the same shape of work, performed monthly against four to seven OTA statements. F&B inventory reconciliation is a count against a purchase log against a sales log. Multi-property reporting is the same aggregation performed once per property and rolled up. Group billing reconciliation is a contract-against-actuals comparison across rooming list, F&B attach, meeting space, and AV. Each of those workflows is exactly the shape of work that the agent model handles structurally better than a single finance contact running them on the side.

The data shapes are clean. The PMS holds the reservation record, the rate code, the room nights, the revenue, the guest history, the F&B attach. The channel manager holds the OTA distribution and the rate parity picture. The accounting system (Xero, QuickBooks, NetSuite, or property-level systems) holds the GL accounts, the vendor records, and the commission liability lines. The POS system on the F&B side holds the sales record. The supplier portal holds the purchase invoices. Each system has an API or a standard export. The agents pull all of those in parallel, perform the reconciliation, flag the variances, and ship the exception report into the finance contact inbox with the resolution suggested.

The output across hospitality ops engagements is consistent. PMS reconciliation goes from weekly lag to daily refresh. OTA commission audit catches the two-to-four percent leak that was going unchallenged. F&B inventory variance drops to under one percent with daily reconciliation against the POS sales log. Multi-property reporting lands in the GM inbox by 7am every morning with occupancy, ADR, RevPAR, and the day-before flash. Group billing reconciliation drops from a multi-day Zoom marathon to a one-page exception report the corporate sales manager approves in twenty minutes. The finance contact stops being a spreadsheet operator and becomes the controller the boutique group needs.

6am, corporate office: the agents have shipped the overnight PMS reconciliation across all four properties. Three properties reconciled cleanly. The fourth has a six-reservation variance against the channel manager record where SiteMinder failed to push the inventory updates between 11pm and 1am. The exception report flags the affected reservations, the rate code mismatch, and the recommended resolution (call the SiteMinder support line, push the missing updates manually, audit the period for double-bookings). The finance contact reviews the exception report in fifteen minutes and the GM at the affected property gets a heads-up before the front desk opens.

7am, every property: the revenue manager brief lands in every GM inbox. One page per property. Occupancy yesterday, ADR yesterday, RevPAR yesterday, the day-before flash, the upcoming 14-day pace against the same period last year, the rate parity flags from the channel manager scan, the OTA distribution mix, the two action items for the day. The corporate office brief lands at the same time with the multi-property rollup, the cross-property comparison, and the yield opportunities flagged. The GMs walk into the morning meeting with fresh data instead of last week stale data.

Mid-month: the OTA commission statements arrive from Booking.com and Agoda. The agents pull the statements, match each commission line against the PMS booking record across the four properties, flag eighteen variances (twelve overcharges, four double-charges, two cancellation commission errors), and prepare the dispute filings inside the Booking.com seven-day dispute window. The finance contact reviews the dispute pack in thirty minutes, approves the filings, and the agents submit through the OTA dispute portal. Three weeks later the corrected statements arrive and 4K of commission billing comes back against billings that would have been written off in the old workflow.

End of quarter: the group billing reconciliation for the wedding season runs against six group contracts that billed out across the quarter. Each contract gets a contract-vs-actuals report showing the rooming list reconciled against the PMS reservation record, the F&B attach reconciled against the BEO and the POS sales log, the meeting space reconciled against the contract pull, and the AV reconciled against the supplier invoice. Two contracts have variances over a thousand dollars that need a corporate sales manager call with the planner. Four reconcile cleanly. The cash cycle on the group AR shortens from forty-five days to twenty-eight days because the invoices ship the day after the event instead of two weeks later. For the integrated view across all four hospitality functions, see AI for Hospitality. For the ops department mechanics across all industries, see AI Ops Department.