Configure a product
Start with proven product capabilities, your approved information and a defined operating owner. Confirm the required features and plan during discovery.
IndustriesPRODUCTS + CUSTOM ENGINEERING
Real estate & property operations
Connect the enquiry, the property and the work behind it.
Build useful systems for property discovery, leasing, resident service and portfolio operations. Combine conversational AI with current listings, documents and the teams that own the next step.
For developers, brokers, property managers and community operators.
SEE HOW THE TECHNOLOGY WORKS
From request to a controlled action.
See how an agent can work with business systems while keeping permissions and people in the loop.
INTERACTIVE WORKFLOWIllustrative engineering scenario
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Understand the request
Read the request, retrieve the relevant context and prepare a structured task for the agreed workflow.
Message, form or business eventA structured task with required fields
Read the complete workflow
Understand the request
Read the request, retrieve the relevant context and prepare a structured task for the agreed workflow.
Message, form or business event → A structured task with required fields
Check and approve
Validate the details and permitted actions. Route exceptions and sensitive decisions to the accountable person.
Task + business rules + permissions → Approved action or a review request
Update the system
Write through a configured integration, check the response and retain an action record. A failed update stays visible.
Authorized action → Confirmed system response + audit trail
FROM BUSINESS PROBLEM TO WORKING SYSTEM
See the work between the steps.
Choose a workflow and inspect the sources, intelligence, review and outcome. These are engineering examples to scope with your team.
ENGINEERING EXAMPLEExplore at your pace
Qualified enquiries & viewing requests
Interested buyers arrive across channels, but useful context is lost before a broker responds.
Source context
Customer preferences, budget, location and approved property information.
CONNECTED SYSTEMS TO SCOPE
Discuss this workflowEcho · Cadence or existing CRM · listings
Listings, prices and unit availability must come from an approved source. AI does not independently confirm a reservation, ownership or an investment return.
A COMPLETE OPERATION, NOT AN ISOLATED DEMO
Three ways to make it yours.
Adopt a product where it fits. Connect it to approved systems. Build a tailored application when the workflow needs more.
Connect the workflow
Map identifiers, permissions, API actions and error paths. Keep the source of truth clear and design an accountable handoff when a system is unavailable.
Build from scratch
Create the portals, mobile experiences, data pipelines and operational interfaces your organisation needs. AI Squad can bring product, design and engineering into one delivery team.
DETAIL YOU CAN EVALUATE
The workflow, fully explained.
Inputs, dependencies and review points remain visible. The measures below are evaluation criteria for your pilot, not claimed customer results.
Qualified enquiries & viewing requests
Interested buyers arrive across channels, but useful context is lost before a broker responds.
- Required inputs
- Customer preferences, budget, location and approved property information.
- What we configure or build
- Answer sourced questions and prepare a brief for the relevant broker or project team.
- Human responsibility
- The property team confirms availability, terms and the viewing appointment.
- Delivery outcome
- A CRM brief with qualification fields, conversation context and requested next step.
- How to evaluate
- Track completeness, assignment time and confirmed viewing outcomes.
Resident service & maintenance
Residents repeat issues because messages, asset records and contractor updates are separate.
- Required inputs
- Resident request, unit or asset reference and permitted service history.
- What we configure or build
- Classify the issue, gather evidence and prepare a work request for the responsible team.
- Human responsibility
- Property operations approve access, appointment windows and contractor assignments.
- Delivery outcome
- A visible service timeline from acknowledgement to reviewed completion.
- How to evaluate
- Review repeat requests, waiting time and completion evidence by service category.
Portfolio & project intelligence
Occupancy, leasing, service and project reports use inconsistent definitions.
- Required inputs
- Approved lease, asset, cost and service data with clear reporting periods.
- What we configure or build
- Create common metrics, trace differences and present a role-based portfolio view.
- Human responsibility
- Finance and operations owners validate metrics and approve portfolio actions.
- Delivery outcome
- A source-linked dashboard and an accountable follow-up list.
- How to evaluate
- Track data freshness, reporting effort and unresolved exceptions.
START WITH ONE MEANINGFUL WORKFLOW
Define it. Prove it. Expand it.
We scope the users, systems and decisions first. A pilot produces a working flow, review criteria and a rollout decision—not a promise that every integration is already available.
Scope the first workflowBring your starting point.
Approved property catalogue and update ownership
Leasing, viewing and service-request rules
CRM and property-system integration scope
The delivery plan includes
Workflow map · integration contract · test cases · review roles · rollout and support ownership. Scope and timing are agreed after discovery.
BEFORE YOU START
Practical buying questions.
Can we keep our existing systems?
Yes, the starting point is your existing operation. Discovery checks API access, identifiers, authentication and data quality. Where a system cannot support a required action, we agree a safe handoff or a separate integration scope.
Is this a ready-made product or a custom project?
It can combine both. We identify the product capabilities that fit, the configuration required and the engineering work needed around them. Your proposal separates these responsibilities and deliverables.
How do we decide whether the pilot worked?
Agree a baseline, representative test cases, source quality and acceptance criteria before rollout. Review incorrect outputs, failed actions and human effort as well as speed. Expand only when the responsible team accepts the result.