Real Estate & Construction|Product Engineering

Pointer
Property valuation and listings

Data cleaning consumed weeks per model test. An AI pipeline now automates the process, freeing 75% of the team to build new features.

PublishedNov 18, 2025|2 months ago

Key results

Listing Creation Time
5 mins
vs 15 minutes
Team Capacity Freed
75%
Accuracy Improvement
30%

Result highlights

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The story

A tech-enabled real estate agency in Cambodia holds a decade of proprietary data and seeks to professionalize a market where 95% of agents operate without a license.

Engineers spent weeks manually cleaning inconsistent records for a single AI model test, effectively trapping technical talent in maintenance work....

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Quotes

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The company

Real estate agency and property marketplace for rentals and sales in Cambodia.

IndustryReal Estate & Construction
LocationPhnom Penh, Cambodia
Employees51-250
Founded2018

Scope & timeline

  • 5x faster data processing and training
  • Model update cycle cut from 1 month to 1 week

Implementation partner

T

Tridorian

tridorian.com

Worked with Pointer to help map its migration strategy to Google Cloud

IndustryTechnology
LocationJakarta, Indonesia
Employees11-50
Founded2022

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