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AI workforce orchestration · Use case

Turn property enquiries into better-prepared viewings

Help interested buyers move from a listing question to a relevant viewing. Collect their requirements, answer from approved property information and prepare your agents for the conversation.

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A specialist AI agent gathers business context to help with a customer request.
AI roles · Connected work · Your people
WHAT STARTS THE WORK

A prospective buyer or tenant asks about a listed property.

AI AGENTSWORKFLOW STEPSHUMAN DECISIONS4 roles, defined access6 stages, each with an owner1 decision owner1CaptureEnquiry worker2Answer from sourceEnquiry worker3QualifyQualification worker4MatchQualification worker5Book or nurtureViewing coordinator6Hand overViewing coordinatorEnquiry workerQualification workerViewing coordinatorNurture workerLicensed agentCONTROLS AROUND EVERY STAGE4 operating rules · 4 decision rules · 5 channels · records to verify

AI agents

  • Enquiry worker
  • Qualification worker
  • Viewing coordinator
  • Nurture worker

Human decisions

  • Licensed agent

Workflow steps

  1. CaptureEnquiry worker
  2. Answer from sourceEnquiry worker
  3. QualifyQualification worker
  4. MatchQualification worker
  5. Book or nurtureViewing coordinator
  6. Hand overViewing coordinator

4 operating rules · 4 decision rules · 5 channels · records to verify

Illustrative design. Systems, permissions, human coverage and outcomes must be configured and validated for your deployment.
THE RESULT TO CHECK

An enquiry brief and viewing request for the responsible agent; licensed advice stays with people.

On this page

The operating problem

Property enquiries can arrive while agents are unavailable. Explore a workflow that answers from approved listing information, collects buyer requirements and prepares a viewing request. Confirm calendar access, booking rules and how the agent receives the enquiry before offering this service.

  • High-intent enquiries land outside working hours and are answered when the buyer has already booked elsewhere.
  • Qualification quality depends on who picks up, so agents inherit leads without budget, timing, or funding context.
  • Enquiries spread across portals, WhatsApp, and web forms with no shared history or single follow-up owner.

Who handles the work

Example division of work between AI workers and your team.

AI worker

Enquiry worker

Uses approved information to answer questions about the specific listing.

  • First response
  • Acts within policy — approved listing facts only, no negotiation
AI worker

Qualification worker

Captures budget, timeline, location preference, and funding position conversationally.

  • Qualification record
  • Acts within policy — captures, never scores out a lead alone
AI worker

Viewing coordinator

Uses connected listing and diary information to prepare a viewing request for agent review.

  • Viewing conversion
  • Acts within policy — prepares viewing requests from permitted diary information for agent review
AI worker

Nurture worker

Prepares permitted follow-up from current, approved listings for agent review.

  • Follow-up cadence
  • Acts within policy — consent-bound, frequency-capped
Human owner

Licensed agent

Owns valuation, negotiation, legal questions, and the client relationship.

  • All licensed advice and negotiation
  • Full authority

How the work could flow

Use this sequence to agree the workflow and test each step before launch.

01Enquiry worker

Capture

Is this listing-specific or an exploratory search?

02Enquiry worker

Answer from source

Is this fact in the approved listing record? If not, it is not stated.

03Qualification worker

Qualify

Budget, timing, location, funding — and what is still unknown?

04Qualification worker

Match

Which approved listings and available options should an agent review for this brief?

05Viewing coordinator

Book or nurture

Ready to view now, or into a consent-bound nurture sequence?

06Viewing coordinator

Hand over

Which agent, and what does the brief need to contain before they arrive?

Decisions your team keeps

Proposed operating requirements to configure and verify, including what happens when a system or human handoff is unavailable.

  • Availability, pricing, and property facts come only from the approved listing record — never inferred.
  • Valuation, negotiation, legal, and investment questions route to a licensed agent.
  • Define how high-intent enquiries and dissatisfaction reach an agent, including the context provided and expected response coverage.
  • Nurture cadence is consent-bound and frequency-capped per contact.
  • Approved listing facts as the only source for availability and price.
  • Clear AI disclosure at the start of every conversation.
  • Licensed-agent takeover for advice, negotiation, and legal questions.
  • Consent capture and frequency caps on all nurture messaging.

Systems & channels

Systems to connect

Scope these around the selected implementation.

  • Property CRM
  • Listing & inventory feed
  • Portal lead feeds
  • Agent calendars

Channels to evaluate

Select and validate the required provider pathways.

  • WhatsApp
  • Voice
  • Web chat
  • SMS
  • Email

What to measure

Pilot measurement definitions, not claimed customer results.

Per channel

Speed to first reply

Measured per channel and per hour of day, because the after-hours gap is usually where the pipeline is actually lost.

By source

Enquiry-to-viewing rate

Tracks conversion by portal and campaign so spend can move toward the sources that produce viewings, not clicks.

Fields at handoff

Brief completeness

Measures how much qualification context an agent receives, which is what determines whether the viewing is worth their time.

A bounded rollout

01Weeks 1–2

After-hours first response

Explore after-hours enquiries on one channel, using approved listing information and qualification questions. Agree response coverage and how the next staffed shift receives the enquiry.

02Weeks 3–4

Add viewing booking

Test viewing requests against the connected diary. Verify unavailable slots, concurrent requests and unsuccessful saves; confirm a viewing only after it is recorded and the buyer is notified.

03Week 5+

Selected channels and follow-up

Add enquiry sources one at a time after checking provider support and continuity of the buyer brief. Test permitted follow-up, frequency limits and stop requests before enabling nurture.

Questions about this workflow

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