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Real talk about car wash operations, data, AI, and the industry — written by people who've lived it.

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How AI spots membership churn before you lose the customer

The signals are there weeks before someone cancels. Here's what the model looks for — and how to act on it in time.

· Feb 3, 2026 · 8 min

The membership metrics that actually predict revenue growth

Forget vanity numbers. These are the three KPIs that correlate most strongly with 12-month revenue growth across multi-site operations.

· Jan 28, 2026 · 5 min

The state of car wash technology in 2026: what's changed and what hasn't

Tunnels are faster. Chemicals are better. But the back-office software? That's a different story.

· Jan 20, 2026 · 7 min

Peak hour staffing: how data makes the guess disappear

Overstaffed on Tuesdays, scrambling on Saturdays? Historical patterns plus weather data can fix that — here's how.

· Jan 10, 2026 · 6 min

What anomaly detection actually looks like in a car wash context

Not buzzwords — a real example of how an alert fired, what it said, and what the operator did about it.

· Dec 18, 2025 · 9 min

Multi-site vs. single-site: how your data strategy needs to change as you scale

Running five washes isn't the same as running one — five times. Your dashboards shouldn't look the same either.

· Dec 5, 2025 · 7 min

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