JournalHow a property knowledge graph makes an AI agent answerable
What we do

Seven services. One engine underneath.

The work a property business already buys from agencies, from strategy to ads to the website, built on the same engine: your data, your lead desk, your AI, owned by you. Developers and agencies first; resorts, villas and advisory firms on the same base.

01

Strategy & Market

Launch and growth plans built on market data: who buys, at what price, from where.

What it covers

  • Positioning and pricing
  • Buyer profiles by nationality
  • Launch and growth roadmap

With the Recall engine

We start from a live view of the market we keep ourselves: projects, units and prices across Thailand, dated.

For example. Before a Phuket launch: which unit types sell nearby, at what price per square metre, to which buyers.

02

Brand & Advertising

Brand, campaigns and paid media that bring buyers to a project, measured per qualified lead.

What it covers

  • Brand and project identity
  • Launch campaigns and roadshow material
  • Meta, Google and TikTok ads

With the Recall engine

Every campaign lands in the lead desk, so you see the cost of a qualified buyer, not the cost of a click.

For example. A soft-launch campaign in Bangkok and Paris, each ad traced to the enquiries it brought and their budget.

03

Marketing & Content

Websites, SEO, social and email in every language you sell in, published and measured every week.

What it covers

  • Website design and build
  • SEO, social media, email
  • Content in five languages

With the Recall engine

Pages written so search engines and AI assistants can read and cite them, from your own listings.

For example. One page per project and neighbourhood, in English, French, Chinese, Russian and Thai, kept current from your price list.

04

Sales & Lead Desk

Enquiries answered within minutes, qualified, and handed to the right agent with the whole conversation.

What it covers

  • CRM set-up and pipeline
  • Sales process and agent network
  • Weekly sales reporting

With the Recall engine

An AI first reply from your own listings, day and night, and a person on your team for every decision.

For example. A buyer writes on WhatsApp at 23:42. By morning the agent has the budget, the timing and a visit request.

05

Reservations & Bookings

Online unit reservations for projects and direct bookings for resorts and villas.

What it covers

  • Reservation and deposit flow
  • Booking engine and channel set-up
  • Payment links

With the Recall engine

Availability read from your own stock or booking engine, so nobody books what is already gone.

For example. A villa guest books direct from your site and gets their pre-arrival messages in their language.

06

Client & Owner Service

After-sales answers, owner reports and guest messages that run on their own.

What it covers

  • After-sales and owner relations
  • Monthly owner reports
  • Guest and tenant messages

With the Recall engine

An advisor that answers from your contracts and documents, and reports that compile themselves.

For example. Every owner in a rental programme receives a monthly report, compiled overnight from your bookings.

07

3D & Digital Twins

3D maps, virtual visits and digital twins that a buyer abroad understands in seconds.

What it covers

  • Virtual tours and 3D renders
  • Project websites and apps
  • Location and amenities maps

With the Recall engine

Your project on a live 3D map of its neighbourhood, and 3D captures of sites and show units.

For example. A buyer in Shanghai sees the project, the beach and the school on one map before the first call.

The engine underneath

One knowledge layer, one lead desk, automation and security, owned by you. Every service plugs into it.