JournalHow a property knowledge graph makes an AI agent answerable
For developers

Pre-sell before the structure is up.

Launches, soft launches and roadshows for buyers in Bangkok, Paris and Shanghai. We connect your price list, your 3D map and your agents into one pipeline you own.

What we hear first
  • “Foreign buyers can't picture the location.”
  • “Enquiries arrive at night, in five languages.”
  • “Agents and portals each keep their own list.”
  • “Half the launch room stays empty.”

What we measure with you

  • Time to first reply on each enquiry
  • Share of enquiries qualified (budget, timing, nationality)
  • Visits and reservations per channel and per agent

Measured from day one, against the starting point the diagnosis records. No result is promised before it is measured.

How it runs

A typical workflow.

Shaped by the diagnosis. Each step is a system you own, with a person approving what leaves the building.

  1. 01Map

    The project on a 3D map with what matters around it: beach, school, hospital, transit.

  2. 02Answer

    An advisor answers from your brochure and price list, in the buyer's language, and cites the page.

  3. 03Qualify

    Budget, timing and foreign-quota questions asked early; hot leads go to your sales team.

  4. 04Fill the room

    Launch invitations, reminders and follow-up within 72 hours, all in one pipeline.

Proof, on our own platform

Reflexion maps 6,787 projects and 85,399 units (10 September 2026) and serves 34 guides on a 3D relief map.

See the work →
Your data

Your price list and unit availability stay in a database you own. Agents see what you decide they see.

How we handle data →
Questions

Developers, answered.

Can it follow our live availability?

Yes, if your stock exists somewhere we can read: a spreadsheet, a CRM or a sales tool. The diagnosis checks how.

Do our agents keep their leads?

You set the rules. Each lead is attributed and visible to the people you choose.

Tell us what keeps leaking. We'll tell you what we'd build.