JournalHow a property knowledge graph makes an AI agent answerable
Work · Reflexion

We built our own first.

Reflexion, our property intelligence platform for Thailand, runs in production on the architecture we install for clients. We break things there first. Client work is published here once clients agree to be named.

graph nodes
10,207

28,563 relations, 133 ontology classes. 27 July 2026.

units in the inventory
85,399

6,787 projects, 1,522 developers. 10 September 2026.

public knowledge chunks
7,438

Indexed for the advisor, isolated from internal data. 27 July 2026.

guides in production
34

Neighbourhoods, schools, the river, the view, each a scrolling film. 24 October 2026.

Territory in 3D

Relief, coast, transit and your projects, on one map a buyer reads in seconds.

Procedural preview. The real one runs on open map data at reflexion.asia.

One assistant, every client

Thai, English, French, Chinese and Russian, from the same knowledge base.

What stays yours
  • The code
  • The data
  • The accounts
  • The domain
  • The keys
How a small team ships like a large one

We work with Claude every day: research, writing, code, review. The same capability runs inside what we build for you, and open-source models take over when your data must stay home.

The same stack, shaped for your business.