UAE property platform

The situation

The client received property inquiries faster than its team could qualify them. Response times lengthened, and viable leads went unworked while the queue cleared.

Every qualification was a phone call handled by a person, so the cost of qualifying a lead grew with the number of inquiries rather than falling as volume rose.

The constraint we found

The constraint was the cost of qualifying a lead, not the number of leads. Each new inquiry brought a matching cost in staff time, and a share of good leads was lost to the wait.

At the client's volume, taking the first conversation off the team would pay for itself. At a fraction of that volume, it would not have. The diagnostic established which side of the line the business was on.

What we considered and set aside

What was built

1. 01

   Voice assistant

   Natural-language conversations with buyers in English and Arabic.

2. 02

   Preference capture during the call

   What the buyer wants is recorded as they say it, not reconstructed from notes afterwards.

3. 03

   Live listing match

   Preferences matched against live listings in real time, while the buyer is still on the line.

4. 04

   Qualified leads written to the CRM

   The sales team receives structured records rather than call notes.

5. 05

   Coverage at any hour

   The assistant answers outside staffed hours as well as within them.

What made the difference

Measuring the right cost. Counted in headcount, the problem looked like a hiring decision. Counted as the cost of qualifying a lead, it was a system worth building, and customer acquisition cost fell by 22 percent.