> ## Content Index > Fetch the complete content index at: https://www.thehoteliere.com/llms.txt > Use this file to discover other available public pages before exploring further. # Aimbridge Built a Labour Forecast Because Month-End Is Too Late - URL: https://www.thehoteliere.com/aimbridge-built-a-labour-forecast-because-month-end-is-too-late/ - Published: 2026-09-07T14:33:50.000Z - Updated: 2026-09-07T14:33:50.000Z - Description: The largest third-party operator put forecasting, scheduling and actual hours on one screen. The pilot claims sit in housekeeping and laundry. Owners should ask for the variance, not the acronym. - Author: Atal Goliard - Tags: The House, Labour, Operations, Third-Party Management, Technology, Aimbridge, 2026 Aimbridge Built a Labour Forecast Because Month-End Is Too Late *The largest third-party operator put forecasting, scheduling and actual hours on one screen. The pilot claims sit in housekeeping and laundry. Owners should ask for the variance, not the acronym.* A hotel learns it overstaffed Tuesday when the statement arrives in October. By then the hours have been paid, the rooms have been cleaned or left dirty, and the argument between the general manager and the regional vice-president has already been rehearsed. Aimbridge Hospitality, which manages about 1,000 hotels across the United States, Latin America, the Caribbean and Europe, spent the first half of 2026 building a way to have that argument while the week is still open. On 1 September the company put its Labor Insight & Forecasting Tool, LIFT, across the portfolio. The platform pulls labour data from the systems the hotels already run, updates itself, and places three views on one screen: the forecast of who should work, the schedule of who was rostered, and the execution of who actually did. Chris O'Donnell, president of Aimbridge's select-service division, put the commercial case in a sentence owners already know. It is hard to price a staffing decision if the cost only appears when the financials come out later. That is the print. The friction sits underneath it. ## The largest controllable line Third-party managers live on GOP. The management contract pays a base fee on revenue and an incentive on profit after the operator has spent the owner's money on people. Labour is the largest controllable line on that statement. In the first quarter of 2026, HotelData put labour cost per occupied room at $46.79 across the American sample, up 1.8 per cent on the year. Hours per occupied room fell 2.3 per cent. Housekeeping did most of the work: departmental hours per occupied room improved 3.6 per cent, and select-service room attendants cut minutes per occupied room by 7.2 per cent, to 22.85\. The industry has already been squeezing the same departments LIFT now claims as its pilot wins. Aimbridge is trying to industrialise a habit that good GMs already practise and that weak ones discover at month-end. ## Built on their own data The company had a choice. Buy a labour product off the shelf, or build one on its own data. Custom won, O'Donnell told CoStar, because a bought tool is finished when it ships and a built one can take the next idea. That is also a control decision. A third-party operator with 80-odd brands under management does not want its labour standard sitting in a vendor's roadmap. It wants a common reference that a regional director in Houston and a finance partner in Plano can open on the same morning and see the same drift. The model is meant to be less analog than the old rooms-cleaned, minutes-per-room sheet. O'Donnell said the tool looks at business mix and length of stay, then tells a department head where the house needs more help and where the roster is fat. A Tuesday heavy with one-night airline crews does not clean like a Thursday of four-night leisure. A laundry that runs behind a 90 per cent house on a short-stay pattern is a different machine from one serving an extended-stay floor. The claim is that LIFT sees that before the week actualises. ## Measurable The pilot language is careful. Participating hotels saw "measurable" productivity gains. The largest sat in housekeeping and laundry. Scheduling accuracy improved, meaning planned hours and actual hours moved closer together. Aimbridge says the guest and the team did not pay for those gains. Early results after the full roll-out look similar. No percentage was published. No property count for the pilot was published. No split between select-service and full-service was published. That absence is the first item on an owner's list. A dashboard that cannot produce a number for the people who pay the payroll is still a story. ## After the lenders took the equity LIFT is the second proprietary system Aimbridge has put out this year. In June it launched S.P.A.R.K., a mobile record of site visits, audits and action plans, built to give operations a single view of property health across the United States, Latin America and Europe. Keryn McNamara, the chief information officer, has now attached both platforms to the same sentence: Aimbridge holds a great deal of data across its hotels and wants teams to act on it before the owner sees the miss in the pack. Read together, the two tools are an operating layer. S.P.A.R.K. records what the regional found. LIFT records whether the building was staffed for the demand that showed up. The company needs that layer to mean something. In January 2025 Aimbridge reached a restructuring support agreement that converted more than $1.1 billion of debt into equity, cut remaining debt to a maximum of $210 million from $1.3 billion, and brought in $100 million of new capital from first-lien lenders who became majority owners. Operations were to continue in the ordinary course. The 2026 product cycle is the proof of that sentence. A third-party manager that has just handed the equity to its creditors sells the next contract on discipline, not on scale. Labour is where discipline is visible in dollars. ## Who holds the roster The risk is the usual one when a platform arrives above the hotel. A common view can raise the floor. It can also move the staffing decision out of the building. A general manager who knows that Saturday's group will check out dirty and late will pad the morning roster. A regional who sees only hours against occupancy will cut it. Both can be right on their own screen. The tool does not dissolve that fight. It timestamps it. If LIFT becomes the document that overrules the desk on a citywide, the hours come out of the house and the complaints arrive at the brand. Turnover is the other ledger. O'Donnell said people are the most important part of the business and that the hours still have to be managed. Both halves of that sentence have to clear. A schedule that is more accurate can spare an attendant the 5 a.m. text asking her to come in after she has already arranged childcare. The same schedule, tightened to last year's minutes-per-room and then tightened again, produces the resignation that costs more than the shift it saved. Aimbridge's own 2025 culture materials leaned on flexible self-scheduling and a GM-retention programme. LIFT will be judged against those claims the first time a property uses it to take a point off housekeeping hours in a tight labour market. ## The demand file Short booking windows make the old standard sheet look slower than it is. Demand that used to lock a fortnight out now arrives inside five days. A labour plan built on last year's Tuesday will miss this week's inbound. That is the honest case for a live forecast. It is also why the owner cannot treat LIFT as a finished control. The forecast is only as good as the demand file feeding it. If revenue has the group on the books and the labour tool does not, the house will be short. If revenue drops a wing and labour does not see it, the house will be fat. The interface between the two screens is the product. ## Four items for the pack The work for owners and asset managers is narrow. Ask for the pilot math in writing. Properties in the test, weeks measured, change in hours per occupied room by department, change in labour cost per occupied room, change in guest-service scores, and change in hourly turnover. "Measurable" is not a variance. If Aimbridge cannot produce the table, the tool is still being scored as an IT install. Separate the three clocks on the screen. Forecast error, schedule error and execution error have different owners. A demand miss belongs to revenue. A roster that ignores the forecast belongs to the department head. Hours that appear on the clock but not on the schedule belong to the manager who approved the overtime. LIFT is useful only if those three gaps can be named. Do not let a portfolio standard flatten a hotel that does not run like the median select-service box. An airport house with a 1.2-night stay and a 6 a.m. departure bank is not a suburban Courtyard with three-night leisure on the weekend. If the model cannot take mix and length of stay as inputs the GM can see, it will recommend the average and punish the exception. Put a 90-day watch on GOP flow-through and on the guest comments that mention wait times, unclean rooms and a desk that could not find a body. Productivity that does not survive those two tests is a cut, not a system. Aimbridge built LIFT because the statement is a lagging document and labour is a daily one. That is a fair reading of how hotels lose money. The operator that turns the screen into a shared discipline, with numbers an owner can audit, will have something to sell in the next management-contract bake-off. The operator that uses it to relocate the argument from the hotel to the region will discover that owners already know how to read a labour line. They have been waiting until October to do it. The tool only matters if they no longer have to.