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STRATUSWORKFORCE SCAN

Alliance Laundry Holdings Inc. (ALH)

Commercial laundry equipment maker, 69% U.S. Read November 8, 2026 from the annual report for the period ending December 31, 2025, filed March 13, 2026. Ranked 82 of the 275 Industrials companies read so far, by the share within reach now.

Within reach now

32%

projected from METR's April 2026 measurement and Epoch's November 2026 index

End of 2028

42%

Employees, annual report

3,973

Leading staffing pattern

Commercial and Service Industry Machinery Manufacturing

Share of the working time within reach, long-run pace, four times in five

Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.

  • Now32%
  • End of 202740%
  • End of 202842%
  • End of 203043%

What changes for its people by the end of 2028, by its industries' figures

  • Stays with people 57%
  • Becomes checking a model's work 36%
  • Handed over with lighter checks 6%

Alliance Laundry states 3,923 full-time and 50 part-time employees, 2,730 in the United States and 1,691 under the Steelworkers in Wisconsin, making commercial laundry equipment read at commercial and service industry machinery with its Speed Queen home machines at household appliances.

The figures on this page come from the company's own annual report and from BLS staffing patterns for its industries, never from a roster. They are estimates with a stated method. Nothing here says what the company will do: within reach is not a forecast of jobs lost or of savings.

What follows from the reading

Share of working time within reach of AI, on the long-run pace at four in five: 32% now, 40% at the end of 2027, 42% at the end of 2028, 43% at the end of 2030. By the patterns, the work is about 43% desk work, 18% people work and 39% body work. These are the site's industry estimates weighted by the shares below: estimates with a stated method and range, not a forecast of what the company will do. By the same patterns, at the end of 2028 about 57% of the working time stays with people (conversation, in-person and hands-on work), 36% becomes checking a model's work and 6% could be handed over with lighter checks, from the industries' own figures, not the company's roles.

Headcount

3,973 employees as of December 31, 2025 (sum of stated parts). 2,730 of 3,973 employees are located in the United States and 1,243 outside it, including 674 in the Czech Republic, 354 in Thailand, 74 in China and 38 in France.

The filing: “As of December 31, 2025, we employed 3,923 full-time employees and 50 part-time employees.”

The workforce as industry patterns

PatternShareReason, from the filing
Commercial and Service Industry Machinery Manufacturing85%By description (c): commercial washers, dryers and laundry systems for laundromats, on-premises and multi-housing laundries made at plants in Ripon and Manitowoc, Wisconsin, Pribor, Guangzhou and Chonburi, commercial laundry equipment, NAICS 333318 in the 3333 group, the SIC 3580 business and most of the workforce.
Household Appliance Manufacturing15%By description (c): the Speed Queen home laundry machines made on the same lines for consumers, household appliances, NAICS 3352, a smaller share by revenue with no count of its own.

What the filing says about the workforce: 3,923 full-time and 50 part-time employees; 2,730 in the United States and 1,243 abroad; 1,691 at the Wisconsin facilities represented by the United Steelworkers, all Guangzhou employees by a workers' union and all Pribor employees under a collective agreement, about 61% in all; about 800 testing bays across five plants; the first annual report after the October 2025 IPO.

Companies read with the same leading pattern

Other companies whose largest staffing pattern is also Commercial and Service Industry Machinery Manufacturing, largest first, each read from its own annual report. Within reach now and at the end of 2028, long-run pace, four in five. Now is projected from METR's April 2026 measurement and Epoch's November 2026 index.

What the filing says about AI

21 sentences in the filing name AI. The filing says its quality control includes AI-powered defect monitoring, that its digital tools give operators AI-driven insights in plain English, and that its use of AI technologies may not succeed, in 21 sentences.

Headcount by filing year

As reported in each year's annual report, with the filing. A year marked not read had no figure the reading could take from the report's text.

PeriodEmployeesFiledFiling
2025-12-313,9232026-03-1310-K

Limits of this reading

Source: the company's annual report on EDGAR, accession 0001317685-26-000011, the filing. Read by Claude Fable 5.1 under rubric version 1, by the method. A company can write to info@stratussc.com to have its reading checked against its filing.

The report on Alliance Laundry Holdings Inc., $29

This page as a document to keep, with what it does not show: the share within reach at every date on three paces and two reliabilities, a typical workforce of this shape at the stated headcount role by role and task by task (the industries' staffing, never the company's roster), where to start, what changes for the people and what they would learn, every sentence in the filing that names AI, the headcount by year, the companies read with the same leading pattern, the method and a citation line. To print or save as a PDF, open again in your browser for a year.

See the report, $29See the sample first: Walmart's report is free

Questions about this company

How much of Alliance Laundry Holdings Inc.'s working time is within reach of AI?
An estimated 32% now and 42% by the end of 2028, on METR's long-run pace at four in five, from the workforce Alliance Laundry Holdings Inc.'s own annual report describes and BLS staffing patterns for its industries, never from a roster. It is an estimate with a stated method. It is not a forecast of jobs lost or of savings, and it says nothing about what the company will do.
How many people does Alliance Laundry Holdings Inc. employ?
3,973 as of December 31, 2025, as its annual report for the period ending December 31, 2025 states as the sum of the parts it gives. About 69% in the U.S.
What kinds of work make up Alliance Laundry Holdings Inc.'s workforce?
Read from its annual report as a blend of 2 industry staffing patterns, the largest Commercial and Service Industry Machinery Manufacturing; by those patterns the work is about 43% desk work, 18% people work and 39% body work. Each share has a one-sentence reason on this page that can be checked against the filing.
What does Alliance Laundry Holdings Inc.'s annual report say about AI?
21 sentences in the filing name AI. They are counted and quoted on this page, never judged: a count says how much a filing talks about AI, not what the company does with it.
How is this estimated?
Claude Fable 5.1 read the annual report under the Index's written rubric (version 1) on November 8, 2026: the stated headcount, the share in the U.S. when stated, and the workforce as a blend of industry staffing patterns. The estimates are the site's industry estimates weighted by those shares, from O*NET tasks with estimated lengths and METR's measurements of how long a task AI models can finish. A company can write to info@stratussc.com to have its reading checked against its filing.
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