Industry
Real Estate
Information became free. Trust did not.

Buyers arrive having already seen every listing, read every comparable and formed a view.
The friction
Where the hours actually go.
Enquiries outrun the desk
Portals, website, WhatsApp and phone all feed the same small team. Volume spikes on evenings and weekends, which is precisely when nobody is staffing the inbox.
Qualification is expensive
Commission-earning agents spend their day establishing budget, timeline and financing status — information a structured conversation can collect reliably.
Viewings are a scheduling problem
Coordinating a buyer, a vendor and an agent across three calendars burns hours per week and is the single most common point at which a warm lead cools.
Follow-up decays
The buyer not ready this month is worth more than the one in the pipeline now, and is almost always the one who gets forgotten.
The opportunity
What we would build, and in what order.
Sequenced by return, not by how interesting the technology is.
- 01AI Agents
Qualify every enquiry within minutes
Budget, area, property type, timeline and financing captured conversationally at any hour, scored against your criteria and written to the CRM before an agent opens their laptop.
- 02Workflow Automation
Book viewings without the phone tag
Live availability checked across agent, vendor and property, a slot proposed and confirmed, calendars updated and reminders sent.
- 03Customer Operations
Keep the long tail warm
Buyers on a six-month horizon receive relevant new listings and periodic check-ins automatically, with a human stepping in the moment intent changes.
- 04Business Intelligence
Give the principal a live pipeline
Enquiry source, conversion by agent, time-to-first-response and stalled deals visible without anyone assembling a report.
Sector constraints
What we design around in this industry.
These are not caveats added at the end. They shape the scope from the first workshop.
- Property particulars must stay accurate — the system quotes the listing record and never paraphrases from memory
- Anything touching an offer, negotiation or contractual position goes to a named agent
- Anti-money-laundering identity checks remain a human, documented process
Worked example
AI Sales Desk
A mid-sized agency taking enquiries from its own site, three portals, WhatsApp and the phone. Volume peaks on weekday evenings and Sunday afternoons — exactly when the office is closed. Agents spend their mornings establishing budget and timeline on enquiries that are already two days cold.
Open AI Sales DeskThe system
What this looks like running in real estate.
A worked example, sized for a business of this shape.
- Enquiries today
- 184
- Qualified unattended
- 121
- Viewings booked
- 47
66%
| Enquiry | Requirement | Signal | Routing |
|---|---|---|---|
| S. Whitfield | 4-bed · £610k | Chain-free, mortgage in principle | To agent |
| R. Okonjo | 3-bed · £425k | First-time buyer, 1–3 months | To agent |
| M. Alvarez | 5-bed · £900k | Needs to sell first, chain unclear | Agent review |
| J. Pruitt | Unspecified · £180k | Below area minimum | Nurture |
Offers, negotiation and AML checks stay with a named agent. Particulars are quoted from the listing record, never paraphrased.
Playbooks
Detailed implementations for real estate.
Each one carries a concrete scenario, what gets built, the metric that tells you it worked, and the boundary that stays with a person.

Information became free. Trust did not.
Real Estate · what is actually changing
Questions from this sector
Fair challenges.
Will buyers resent talking to an AI about a major purchase?
Evidence from our own concept builds and general market behaviour points the same way: people tolerate it well for logistics — availability, specifications, scheduling — and poorly for judgement. So we scope it to the first and route the second to an agent quickly.
We already pay for a portal CRM. Does this replace it?
No. It sits on top and writes into it. Replacing a CRM mid-transformation adds risk without adding value.
Is this your business?
The assessment takes eleven questions and scores where your opportunity actually concentrates. It runs in your browser and shows its arithmetic.
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