Lead response is split across portals
Symptom
Enquiries arrive through portals, email and web forms, while availability and next steps sit in different places.
Real Estate Intelligence Lab
Real estate AI solutions for property operators
Most operators already have useful signals in CRM records, work orders, project files and lease data. We identify the two or three uses worth testing, then build only what earns its place.
4 minutes · results on screen · no email needed
The challenges we see
Four patterns come up in almost every one of the property operators we work with. If one sounds familiar, that is usually where to start.
Maintenance signals stay buried
Symptom
Work orders, asset histories and meter data live in separate systems, so teams see patterns after a breakdown or complaint.
Refurbishment drift appears late
Symptom
Budget changes, invoices and programme updates are reviewed in separate reports, making variance hard to spot before month-end.
Underwriting starts from blank spreadsheets
Symptom
Rent rolls, offering documents and assumptions are copied by hand, leaving analysts less time for sensitivity checks and committee questions.
Practical AI uses
Four uses we would consider first. Each one runs on data most teams already have.
Use case 01
Lead triage and tour booking
- What it does
- Acknowledges new enquiries, answers approved property questions, checks basic fit and offers tour slots. Exceptions go to an agent.
- Data it needs
- Listing and availability details, approved answers, enquiry history and agent calendars.
- Time to first value
- 4–8 weeks
Use case 02
Equipment risk watch
- What it does
- Combines work orders, asset history and meter data to flag repeat faults, missing preventive work and unusual consumption for review.
- Data it needs
- Work-order history, asset register, meter data and maintenance schedules.
- Time to first value
- 8–12 weeks
Use case 03
Refurbishment cost and schedule watch
- What it does
- Pulls budget changes, invoices and programme updates into one weekly view and flags variance for project review.
- Data it needs
- Project budgets, commitments, invoices, programme dates and change orders.
- Time to first value
- 8–12 weeks
Use case 04
First-pass deal model
- What it does
- Extracts key terms from offering documents and rent rolls into your underwriting template, then shows assumptions for analyst review.
- Data it needs
- Offering documents, rent rolls, lease abstracts and your underwriting template.
- Time to first value
- 6–10 weeks
How we implement
Four steps, with a decision point after each. You can stop after any of them and keep what was built.
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Diagnose
Review leasing, maintenance, project and underwriting workflows with the people who own the numbers.
You get: a ranked shortlist with expected value, baseline, data gaps and decision owner
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Pilot
One building, property type or repeatable workflow, measured against a baseline agreed before build.
You get: a working pilot, measurement readout and go / no-go recommendation
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Integrate
Connect approved workflows to CRM, work-order, document and lease systems; set permissions, review steps and escalation.
You get: a production system with an operating guide and named owners
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Scale
Extend to more buildings and teams after the first use case clears its target; monitor quality, exceptions and cost.
You get: a rollout playbook, governance checks and handover plan
Expected outcomes
These are estimates, not client results. We confirm or revise each one against your own baseline during the diagnosis.
- Assumes the pilot connects the agreed enquiry channels, has an approved answer set and measures median first-reply time against a baseline.
- Assumes 12 months of tagged work orders, identifiable equipment and a stable maintenance process; measures only the monitored assets.
- Assumes digital offering documents, a repeatable underwriting template and analyst time logged for comparable deals.
- Assumes pilot and integration cost is known and payback uses measured time or income impact from the selected workflow, not unmeasured benefits.
Questions owners, portfolio managers and property managers ask
Something else on your mind? Ask us directly.
What data do we need for a first pilot?
A focused slice is enough: enquiry and listing data for leasing, work orders and asset records for maintenance, project controls for refurbishment, or rent rolls and offering documents for underwriting.
Can we start without replacing our current systems?
Usually. We scope the pilot around a controlled export or read-only connection where possible. Broader integration comes after the use case has shown enough value to justify it.
Who owns the models and the data?
You do. Models, code and data stay in your environment or your cloud account. We don't reuse your data to train anything for other clients.
Who reviews the output before it affects a tenant, project or deal?
A named person on your team reviews outputs during the pilot. We define approval thresholds, record key assumptions and route uncertain cases to the right owner.
What if the pilot misses its target?
We agree the target and baseline before we start. If the pilot falls short, you get a written explanation of why, and you are not committed to the next phase.
Reviewed by Faruk Karagöl, CTO ·
Find out which use case fits your portfolio
18 questions, about 4 minutes. You see your score and top three gaps before we ask for anything.
