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VALUATION · SAMPLE CASE STUDY

CMAs in 3 minutes instead of 2 hours

Agents spent two hours building each CMA, and every agent chose comps differently.

40× faster
Client type
Valuation
Market
Florida · 45 agents
Timeline
4 weeks
PythonPostgreSQLPDF engineHubSpot

THE APPROACH

Three moves that changed the work.

  1. 01Write the rules

    We turned the top agent's comp logic into clear rules.

  2. 02Automate the report

    A branded CMA PDF is generated from an address.

  3. 03Keep agents in control

    Agents can swap comps, and the reason is saved.

RESULTS

What changed.

Sample figures shown for illustration until client data is published.

40×faster CMAs
600CMAs a month
3 minfrom address to PDF

BEFORE & AFTER

The same week, two ways.

BEFORE

Two hours of copy-paste per CMA.

AFTER

A branded CMA in three minutes.

“
We stopped rebuilding the same comp set every week.
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