Problem
A platform for searching and comparing homes in Bangkok, where buyers struggle because data is scattered and unreliable.
PHASAKORN TRAKLANG · SEO LEAD
I turn search data, technical detail and business pressure into systems teams can understand and ship.
Website · PROJECT BUILD
169 verified projects, 13 developers, 6 areas across Bangkok — confirmed pricing data.

The brief
A platform for searching and comparing homes in Bangkok, where buyers struggle because data is scattered and unreliable.
Teams that need a repeatable workflow and a clear next action
System framing, SEO logic, implementation planning and the handoff to a team that can operate it.
Web, OpenStreetMap, AI matching
Interactive workflow
Build evidence
Source inputs, diagnostic rules, human review gates and report outputs form a documented sequence; no client interface is represented as live data.
Web, OpenStreetMap, AI matching connect through a capture → model → ship → verify loop.
169 verified projects, 13 developers, 6 areas across Bangkok — confirmed pricing data.
Human approval remains required before an automated recommendation becomes published or assigned work.
Decision boundaries
Automation surfaces context and options; a person approves the priority, owner and implementation decision.
Only verified, permitted evidence is published as an outcome. Capability descriptions remain clearly labelled as capability.
This page describes the build and operating model. It does not claim client performance, adoption or revenue impact without a separately published source and permission.
169 verified projects, 13 developers, 6 areas across Bangkok — confirmed pricing data. It also shows how I turn ambiguity into a system the team can continue operating.
Next project
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