All case studies / Residential / A Dubai property brokerage
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A Dubai property brokerage IndustryResidential · Dubai Team size28 agents, 4 SDRs Engagement14-day pilot Year2026

40% of Bayut and Property Finder leads sat unanswered on WhatsApp for over two hours. We fixed that in 14 days.

Leads from Bayut and Property Finder were hitting agents' personal WhatsApp numbers and sitting unread. By the time someone replied, the buyer had already messaged three other brokerages. WhatsApp Lead OS connected the shared AI inbox, dropped first response to 90 seconds, and brought lead-to-meeting rate up 2.4x.

The problem
40% of inbound Bayut and Property Finder leads were going unanswered on WhatsApp for 2 or more hours. No shared inbox, no SLA, no visibility.
What we built
WhatsApp Lead OS: AI inbox connected to Bayut and Property Finder, automatic lead qualification, agent routing, and 24h and 48h follow-up sequences via Cal.com.
The result
2.4x lead-to-meeting rate. First response drops to 90 seconds. Zero uncontacted leads since go-live on day 14.
2.4×
Lead-to-meeting rate
90s
First-response time
-40%
Leads leaking unanswered
14 days
Pilot to go-live
The challenge

Bayut and Property Finder leads landing in the wrong inbox, at the wrong time.

When we pulled the first 90 days of WhatsApp activity at the start of the engagement, the picture was clear: leads from Bayut and Property Finder were routing to individual agents' personal numbers. If the agent was in a viewing, at lunch, or simply away from their phone, the lead sat unanswered.

The average gap between a lead arriving and a first WhatsApp reply was 2 hours and 20 minutes. In a market where three brokerages are competing for every buyer, that gap was costing them enquiries every day. The brokerage's founder knew the number was bad. He did not know it was that bad.

There was no shared inbox, no automatic qualification, and no follow-up system. If an agent forgot to chase a lead on day two, nobody noticed. Leads that cost real money to generate from Bayut were evaporating without any record of why.

Our approach

How we ran the pilot.

Day one and two were an audit: we mapped every lead source, every WhatsApp number in use, and the current handoff process. We counted how many Bayut and Property Finder enquiries arrived per day and what percentage got a reply within 30 minutes. The answer was 22%.

Days three through seven were build: WhatsApp Business API connected to one shared number, n8n workflows pulling leads from Bayut and Property Finder, AI qualification layer on Anthropic, routing rules to the right agent based on area and property type, and the 24h and 48h follow-up sequences wired to Cal.com for appointment booking.

Days eight through ten we ran live leads through the system alongside the old process, checking every conversation. Days eleven through fourteen we cut over fully and measured the delta.

Days 1–2

Audit

Mapped every lead source and WhatsApp number. Measured baseline response time and lead-to-contact rate.

Days 3–7

Build

WhatsApp Business API live. Bayut and Property Finder integrations wired. AI qualification and agent routing configured. Follow-up sequences and Cal.com booking connected.

Days 8–10

Test with real leads

Live leads routed through the new system. Every conversation reviewed and edge cases fixed.

Days 11–14

Live and measure

Full cutover. Response times, qualification rate and meeting bookings tracked daily against baseline.

The solution

What we shipped.

One shared AI inbox for all Bayut and Property Finder leads. Every inbound WhatsApp enquiry lands in one place, tagged by source, property type and urgency. No lead sits unread because one agent is busy.

AI qualification in the first message. The Anthropic-powered layer asks the qualifying questions, scores the lead, and routes to the right agent within 90 seconds of the enquiry arriving. Agents see a ready summary before they even open the conversation.

Automatic 24h and 48h follow-up. If a lead does not book a call, the system sends a follow-up at 24 hours and again at 48 hours. Each message is personalised based on the property they enquired about. Appointments go straight into Cal.com.

Full HubSpot sync. Every conversation, every qualification score, every follow-up touch is logged automatically. The founder can see exactly where every lead sits without asking anyone.

"We were losing 40% of our Bayut leads before anyone replied. Now the AI picks up in 90 seconds, qualifies the buyer, and routes to the right agent. Our meeting rate went up 2.4x in the first two weeks."
RM
Rashed M.
Founder, Dubai property brokerage
Tech stack
Twilio WhatsApp Business API n8n Anthropic HubSpot Cal.com Supabase

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