The situation

Real Estate, operationally.

Real estate businesses hold their value in three places at once: the inventory, the pipeline, and the physical project. Information moves between them slowly, usually by spreadsheet, and the consequences show up as unsold stock and lost enquiries.

Inventory is stale

Availability on the website, in the CRM and at the site differs, so buyers are shown units that are already reserved.

Enquiries lose context

A lead arrives from a portal, calls, and messages on WhatsApp, and none of it reaches a shared timeline.

Site progress lives on paper

Construction and fit-out progress is tracked in site meetings and photo folders rather than in the system of record.

Handover is a manual project

Snagging, payments, document handover and possession each have their own checklist and their own owner.

Where the leverage is

Four shifts that change the working day.

These matter more than the choice of platform underneath them.

01

Single inventory source

One availability state per unit, consumed by the website, the sales team and the site office alike.

02

Response speed

Every enquiry acknowledged and assigned automatically, with a first response measured rather than assumed.

03

Progress recorded where it happens

Site updates captured on mobile at the point of work, so progress reporting is a by-product.

04

Handover as a workflow

Snag items, payments and documents tracked to completion per unit, with visibility for every buyer.

Solution categories

What we build for Real Estate

Scoped and combined per engagement. These are categories rather than packaged products with fixed pricing.

01

Inventory and availability management

Units, towers, configurations and pricing with a reservation state that all channels respect.

Unit master Reservation state
02

Lead and site-visit management

Capture from portals and channels, routing, follow-up sequences and visit scheduling.

Multi-channel capture Visit scheduling
03

Site and construction tracking

Daily progress, milestones, snags and contractor records against a schedule.

Milestones Snag register
04

Customer portal

Buyers see their unit status, payment schedule, documents and handover progress.

Payment schedule Documents
Typical workflow

How the process gets connected end to end.

The standard shape of a sequence. Real engagements add the steps specific to the organisation.

01

Enquiry captured

From portal, call or walk-in, with source and requirement recorded.

02

Lead qualified and matched

Requirement matched to genuinely available inventory.

03

Site visit scheduled

Slot, unit and attendees confirmed with reminders.

04

Negotiation and reservation

Terms agreed and inventory state updated atomically.

05

Handover and possession

Snags closed, payments received, documents issued, unit marked sold.

Three separate questions

AI, integration and platform get confused with each other.

They are different decisions with different costs, so we answer them separately.

AI

Where intelligence genuinely helps

Applied to reading, routing, drafting and summarising, with a person accountable for anything consequential.

  • Enquiry understanding Extracting budget, location, configuration and timeline from free-text and portal forms.
  • Matching recommendations Suggesting units against stated requirements, with the reasoning shown to the agent.
  • Document extraction Reading agreements, payment schedules and ID proof into structured records.
  • Follow-up drafting Preparing context-aware follow-ups for human review and sending.
How we build applied AI
Integration

What has to be connected

The systems the organisation already depends on, and the translations between them.

  • Portal and listing feeds Inbound leads with source attribution and deduplication.
  • Payment gateways and banking Booking amounts, instalments and reconciliation.
  • Messaging channels WhatsApp and SMS threads attached to the customer record.
  • Accounting and ERP Bookings, revenue recognition inputs and GST reporting data.
How we handle integration
Platform

The non-functional ground worth getting right

None of this appears on a requirements document, yet it decides whether the system is still usable and supportable in three years. We raise it early rather than discovering it late.

Reservation integrity

Concurrent booking attempts cannot oversell a unit.

Role-based visibility

Sales, site and finance see the fields relevant to them.

Document vault

Agreements and certificates stored against the unit, not in someone’s inbox.

Reporting

Inventory ageing, funnel velocity and collection status from one dataset.

Starting points

What Real Estate teams usually begin with

Scoping starting points rather than a catalogue. Most engagements open with one of these and widen once it is proven.

→

Availability sync across portals

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Enquiry response tracking

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Site milestone reporting

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Payment collection and receipts

→

Snag and handover tracking

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Inventory ageing analysis

Tell us where real estate gets stuck.

Describe the constraint rather than the requirement. We will tell you what is technically feasible, what is operationally hard, and what we would do first.

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