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A Data Mining Company Disguised as a Laundromat

kpi laundromat business metrics seasonal Sep 22, 2026
Laundromat owner in an office with performance charts on a wall monitor, A Data Mining Company Disguised as a Laundromat
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The Harvest Series · Part 3 of 5

A Data Mining Company Disguised as a Laundromat

People lie. Data doesn't. This is the weekly system that replaced my fear, and how it tells me what's coming before it gets here.

The Feature

I tell people all the time that I'm a data mining company disguised as a laundromat. I'm halfway convinced we'll put it on a t-shirt one of these days. But I'm not joking when I say it.

“I'm a data mining company disguised as a laundromat.”

Two weeks ago I told you about my grandfather and the farmers who lost everything because of one good year. Last week I told you about my own first year, when the winter dip scared me to death because I didn't know it was coming. The cure for that fear wasn't courage. It wasn't a pep talk. It was data. This week I want to show you the actual system.

It starts on Sunday night, and it starts with Hannah.

Every single Sunday, my wife prepares the metrics for every one of our stores. Every attendant's pounds per hour for the week that just ended. Every store's numbers. Then it goes out on our team messaging app. Each store sees its own report, and inside that report, every individual person's number is right there next to their name.

We call it Monday Metrics, and it has quietly become one of the most important things we do all week.

Here's why it works. When your pounds per hour goes out to your whole store every week, nobody has to stand over you. The number does it. It builds a line of accountability that no pep talk and no policy manual can match. Our best people take pride in it. Anyone struggling can see it early, and so can we, which means we can coach before a small problem becomes a habit.

That's the team layer. Then there's my layer.

I track every store against itself. Week against the same week last year. Month against the same month last year. All of our stores are kept totally independent, even though they're 30 to 60 miles apart, so every store's history is its own. And with every week that passes, that history gets more valuable. My first store has six years of data now. I can lay year five over year one and watch the same shape repeat.

And it does repeat. That's the part that still amazes me. The seasonal dip I told you about, the one that terrified me in year one? I can now watch it land inside the same 7 to 10 day window every single year. Not the same month. The same week and a half.

“Ninety nine times out of a hundred, I know exactly what's going to happen before it actually does.”

That's not a brag. That's just what six years of honest numbers will do for you. It's also the entire reason the floor scrubber story from two weeks ago happened the way it did. When I told Hannah mid summer wasn't the time, and then ordered the same machine a few weeks before our pickup, that wasn't a hunch or a gut feeling. The data had already told me what the next month was going to do. I was just reading it out loud.

This is also why I don't take advice from feelings anymore, mine or anybody else's. Somebody tells me business is bad everywhere, or that a promotion is working great, or that a certain attendant is slow. Maybe. Maybe not. People lie. Sometimes on purpose, mostly on accident, because we all remember things the way we felt them instead of the way they happened. The numbers don't do that.

“People lie. Data doesn't lie.”

As long as the numbers make sense and the numbers are right, you won't fail. I've said that sentence to hundreds of operators, and I've yet to find the exception.

Now let me be practical about what this looks like, because you don't need anything fancy to start. Everything I've described runs on tools you already have. Your Wash and Fold point of sale. Your card system for the self serve floor. A scale, a clock, and a messaging app. The system isn't expensive. The system is a habit.

If you're newer, remember the rule from last week: judge by months, not weeks, until you have enough history for year over year. But start collecting now, because the data you don't write down this year is the comparison you won't have next year. Every week that passes makes your numbers worth more. That's the closest thing to compound interest this industry has.

Next week we get to the money. What we actually do with the harvest while it's rolling in, how much we set aside, and the promise all that discipline exists to keep.

 
From the Floor

Just last week we had a group of operators in from out of state, touring our stores. They're members of our Laundry Advisors Growth community, and we walked every floor together, talking machines, staffing, and layout.

But the conversation kept coming back to the numbers. Standing in the middle of the store, I told them what I tell everybody. "People lie. Numbers don't lie. As long as the numbers make sense and the numbers are right, you won't fail."

You can stand in a laundromat and see clean floors and folded orders. What you can't see is whether it's winning. The floor tells you how a store looks. Only the numbers tell you how it's doing.

 
Steal This

Start your own Monday Metrics this week. Keep it simple. Pick a handful of numbers you'll track every week without fail: Wash and Fold pounds and revenue, self serve revenue, and pounds per hour for every person who touches laundry. Have one person, you or someone you trust, prepare them Sunday night. Monday morning, share each store's report where that store's whole team sees it, with every person's number next to their name.

Two warnings from experience. Share it to build pride, not to shame anybody. The number creates the accountability all by itself; you never have to weaponize it. And on your side, keep a simple log of each week and month against the same week and month last year. The first year it's just a diary. By year two it's a forecast.

 
The Gap

Every operator I've ever coached has the same blind spot I had: they know how their store feels, but not what it's doing. The fix isn't talent. It's a system, and systems are exactly what we trade inside Laundry Advisors.

Laundry Advisors is a community for operators who want to grow and scale, with trainings, weekly video calls, and resources covering the things that hold most laundromats back: staffing and HR, marketing, SOPs, equipment mix, customer retention, and expanding to additional locations. On those weekly calls, operators put their real numbers side by side, market against market, the same way those out of state members did walking our floors.

Every store's next hurdle is different, which is why we start with a conversation instead of a pitch. Schedule a complimentary call with our team, tell us where you are and where you're headed, and we'll point you to the tools that fit.

Start at laundryadvisors.com/growth and schedule your complimentary call with our team.

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