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PricingOperations

CleanPrice

Residential Cleaning Pricing Engine

Pricing based on real job economics, not intuition.

In developmentPilot available · US$990

In development. The functional MVP now has tested deterministic logic, reproducible CI and device-local persistence with a fail-closed warning. The commercial pilot is bounded; multi-user/multi-tenant backend, cross-device sync, payments and broader enterprise capabilities remain outside the current scope.

Commercial availability

Bounded commercial pilot with approved pricing and human review before kickoff.

My role

Economic modelingDeterministic logic

The business challenge

The problem before the solution

Small cleaning companies often price by intuition and discover too late that a job was not profitable.

The strategic idea

The strategic decision

Turn business economics, job characteristics, labor, operating costs and target margin into a structured quote.

What was designed / built

01

Deterministic cost and price calculator

02

Explicit distinction between margin and markup

Interactive mini prototype

Price for Profit

Interactive portfolio demo — uses synthetic/demo data.

Price for Profit

Demo data

Job economics

Labor cost
$144.00
Total cost
$219.00
Recommended price
$312.86
Projected profit
$93.86
Projected margin
30.00%

Margin = profit ÷ price. It is not the same as markup.

Interactive portfolio demo — uses synthetic/demo data. Demo values. Local deterministic calculation.

Why it matters

A deterministic model is auditable: anyone can reconstruct why the price is what it is.

Governance & constraints

  • An LLM never determines the final price.
  • Starting values are demo values, not market recommendations.

Current status

In development. The functional MVP now has tested deterministic logic, reproducible CI and device-local persistence with a fail-closed warning. The commercial pilot is bounded; multi-user/multi-tenant backend, cross-device sync, payments and broader enterprise capabilities remain outside the current scope.

Next step

Want to explore another business problem?

Next case: Nova Dental. Or start a conversation about your own business.