15 agents, 15 personal WhatsApp numbers, and Bayut leads falling through every gap.

Every agent had their own WhatsApp. Nobody had the full picture.

Marina Crest's 15 agents were each receiving Bayut and Property Finder enquiries on their personal numbers. There was no way for Ayesha, the managing partner, to see how many enquiries had arrived that week, which ones had been answered, or whether the same buyer had messaged three different agents.

The real cost was invisible: leads that arrived when an agent was in a viewing or on leave simply went cold. There was no backup, no escalation, and no follow-up system. Agents who left the firm took their WhatsApp history with them, and so did every lead in that history.

Ayesha had tried asking agents to log enquiries in a spreadsheet. It lasted two weeks before everyone reverted to their own system. The problem was structural, not behavioural.

How we ran the pilot.

Days one and two we mapped exactly how leads were arriving: which Bayut and Property Finder listing types generated the most enquiries, what the typical buyer's first message looked like, and what information agents needed before they could respond usefully. That became the AI qualification script.

Days three through seven we built the shared inbox: WhatsApp Business API on a single company number, n8n workflows pulling from both portals, Anthropic-powered qualification that extracted budget, timeline, and property type in the first two messages, and routing rules that matched leads to agents based on area specialisation. Pipedrive was wired to log every conversation automatically.

Days eight through ten we ran real Bayut and Property Finder leads through the new inbox while agents watched. Every routing decision was reviewed. By day ten, agents were comfortable and asked to go fully live.

What we shipped.

One company WhatsApp number for all Bayut and Property Finder leads. Agents no longer give out personal numbers. Every enquiry arrives in a shared inbox, visible to management and covered by backup routing if the assigned agent is unavailable.

AI qualification before the human steps in. The Anthropic-powered layer asks the four key questions in the first exchange: budget range, preferred area, timeline, and property type. The agent receives a complete brief before opening the conversation.

Automatic follow-up at 24 and 48 hours. Leads that do not book a call get a follow-up message tied to the specific listing they enquired about. Calendar bookings go through Cal.com and sync directly to the agent's diary.

Pipedrive updated without anyone touching it. Every conversation, qualification score, and follow-up touch is logged automatically. Ayesha sees a live pipeline view every morning without asking anyone for a report.