More For Ai
Public verticalBack
Public verticalLead triage + property matchingAnonymized composite example

Real estate agencies can stop losing portal leads between enquiry, shortlist, and follow-up

This vertical is built around one high-leverage workflow: take a buyer or tenant enquiry, qualify it instantly, match the right shortlist, and hand it to the right agent with the reply already drafted.

The page is public and reusable, but it is structured like a light proposal so a prospect can see the workflow, run a demo, and choose the exact direction they want.

Recommended first build
Lead triage + matching
Operational outcome
Faster first response
Why it lands
Real examples
Example input
From portal enquiry to agent-ready next step

Input

Buyer enquiry in Paddington for a 3-bed townhouse, pre-approved, ready within 30 days

Qualified lead score

The workflow ranks intent before an agent opens the enquiry.

Property shortlist

Three matched options appear with a clean talk track.

Reply draft

Email and SMS are ready to send immediately.

Agent assignment

The right local pod gets the lead with the reasoning attached.

What this does

One enquiry goes in. Qualification, matching, and follow-up come out.

Agencies already have enquiries. The wasted time sits in sorting, rewriting, matching, and reminding. This workflow removes those manual steps so agents spend their time on the conversations most likely to move.

Lead capture is fragmented

Portal forms, website enquiries, and appraisal requests all arrive with slightly different structure and urgency.

The first reply is often generic

Teams lose momentum when every enquiry starts with manual triage and a rewritten response.

The matching logic lives in agent heads

Shortlisting and assignment depend on local knowledge that is hard to operationalize at speed.

Follow-up quality drifts

Good enquiries slip when reminders, SMS nudges, and inspection coordination are inconsistent.

Opportunity map

Start with one workflow people understand instantly, then expand

Each vertical page now stays tighter: one recommended workflow and two adjacent directions, matching the pacing of the existing solution pages.

Option 1 ยท Recommended
Buyer / tenant enquiry triage + property matching
Qualify the enquiry, route it to the right team, build a shortlist, and send the first response instantly.

Best first move: easiest to show, easiest to buy, and tied directly to response speed.

Choose recommended workflow
Option 2
Listing marketing pack generator
Turn listing details into polished copy, social angles, brochure notes, and ad-ready hooks.

Reduces repeated writing across agents and campaigns.

Choose this direction
Option 3
Vendor reporting assistant
Draft weekly vendor updates from inspections, enquiry volume, feedback, and pricing signals.

Keeps vendors informed without agents rebuilding updates from scratch.

Choose this direction
Current state
Where the manual drag shows up

Each enquiry gets re-read from scratch

Agents or admins manually decide urgency, fit, and who should respond.

Shortlists are assembled manually

Relevant stock and talk tracks are pulled together ad hoc instead of as part of the workflow.

Follow-up happens when someone remembers

The next SMS, call, or reminder often depends on whoever owns the inbox that day.

Future state
What the automated version changes

The enquiry is scored immediately

Budget, timing, property brief, and finance readiness become a clean qualification signal.

Matching and message prep happen together

The right shortlist and first reply are packaged before the lead reaches the agent.

The workflow owns the next steps

Follow-up timing, team assignment, and CRM updates stay consistent across every enquiry.

Interactive demo

Run the real estate workflow demo

Use the sample enquiry or edit the details. The demo simulates the exact handoff package an agency could get from a live enquiry.

Demo input
Edit the sample inputs or run the default version to see the workflow output.
Workflow status
The demo shows staged processing so the output feels like a real working system, not a static mockup.
Progress0%

Capture and normalize enquiry

Turn portal-style fields into a structured lead profile.

Score urgency and fit

Use budget, timing, and finance signal to set priority.

Build shortlist + route agent

Match likely stock and recommend the best local pod.

Draft reply sequence

Prepare the email, SMS, and next-step handoff in the same run.

Run the demo to generate the structured output package for this workflow.

Rollout path

Start narrow, then widen the operational surface

Phase 1: enquiry triage + response pack

Launch the qualification, matching, and first-response flow with one clean operator view.

Phase 2: CRM sync + team routing

Push structured outputs into the agency CRM and attach ownership, status, and reminders.

Phase 3: listing and vendor expansion

Extend the same framework into listing marketing, vendor reporting, and appraisal follow-up.

Choose a direction

Want to use this vertical as the first public proof page?

The recommendation is to start with enquiry triage + matching, then expand into listing and vendor operations once the agency sees traction.