JournalHow a property knowledge graph makes an AI agent answerable

A systems studio · Phuket & Bangkok

We build the AI systems your property business runs on.

For developers, agencies, resorts and advisory firms in Thailand. Built à la carte, owned by you, and checked by a Recall specialist before anything goes live.

Every enquiry answered in minutes, in the buyer's language, day or night.

Or start with your business

Developers and agencies don't leak in the same place. Pick yours to see what we usually plug in first.

Developers

Pre-sell before the structure is up.

What we plug in

  • Your price list and floor plans
  • Brochures in five languages
  • Launch events and roadshows
  • Agents and portals

Every buyer sees the project on a map, gets answers at night, and lands in one pipeline.

Read more for developers →
What it looks like

One enquiry, once the system is in place. The AI does the volume. Your team makes the call.

  1. An enquiry arrivesWhatsApp, from Paris. A three-bedroom villa in Bang Tao.
  2. Understood and qualifiedBudget, timing, leasehold or freehold, in French.
  3. Answered, with its sourcesAvailability, price and two visit slots, from your own documents.
  4. Your team approves the follow-upOne tap in the morning brief. A person decides.
  5. Visit booked, CRM updatedThe lead is in the pipeline, with the whole conversation.
  6. The system learnsWhat converted improves the next answer. Nothing is lost.
Measured on our own platform

Built, run and measured on Reflexion before we sell it to you.

10,207nodes in the property knowledge graph27 July 2026
85,399units in the inventory we keep current10 September 2026
5languages answered from one knowledge basein production
34guides served on a 3D relief map24 October 2026
The first step

A diagnosis before any build.

We look at how you really sell before we propose anything. The fee is fixed before we start, and deducted if we build together.

  1. 1
    You write to us

    Two lines on your business and what keeps leaking. We reply personally.

  2. 2
    We agree the scope

    A short call, a fixed price agreed before anything starts.

  3. 3
    We look

    Read-only access you grant and revoke: site, messaging, CRM, search, security.

  4. 4
    You keep the report

    A score per channel, the leak map, ten quick wins and a plan, whatever you decide next.

Studio

A small senior studio in Phuket and Bangkok. AI does the volume. A specialist checks every system.

Questions

Your questions, answered.

How is this different from just using ChatGPT?

ChatGPT knows the internet. What we build knows your business: your listings, your prices, your rules, your clients. It works inside your tools, and it shows where every answer comes from.

Do we own what you build?

Yes. The code, the data, the accounts, the domain and the keys are in your name. If you stop working with us, it keeps running.

Where does our data live?

Where you decide: your cloud account, your own server, or ours. Client files that must stay with you are processed by open-source models on your hardware. If a cloud model is used for a task, we tell you which one and what it receives, before it runs.

Is there a person behind it?

Always. The AI drafts, sorts and reminds. A Recall specialist designs the system and checks what it does, and you approve anything that leaves the building.

Will it work with the tools we already use?

Usually, yes: WhatsApp, LINE, email, your CRM, your booking engine, your spreadsheets. The diagnosis lists what plugs in and what doesn't.

How do we start, and what does it cost?

Write to contact@recall-agency.com. We reply personally, then propose a diagnosis at a fixed price agreed before we start, deducted if we build. Each system after that also has a fixed price agreed upfront.

Next step

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