Turn campaign traffic into qualified buyers.
A prospect answers a short question set on your site or ad landing page. Seconds later they receive a personalised, branded report of matched off-plan and resale properties across the full market — with payment plans, handover dates and match rationale. Your team sees everything they were sent, before they pick up the phone.
Qualification, not lead capture.
Marketing spend brings people in. Most brokerages then lose them to slow follow-up, unmatched suggestions and portal noise. Mizan Labs converts the interested prospect into a qualified one in the same session — with a report you would have been proud to send by hand.
Deterministic matching
Rules you can read and audit. Budget, location cluster, unit type, handover window, use-case. A language model phrases the rationale — it never decides the match.
Structured inventory
Payment plans as milestone rows. Handovers as real dates. Central inventory control loaded from developer sheets and resale sellers — never free-text notes.
Consent as evidence
Every report ships with a timestamped consent record. Calling window, retry caps and DNCR suppression are enforced in the workflow, not left to memory.
The numbers behind the pitch.
The UAE residential market above AED 1.5m keeps expanding — but agent time per lead has not. Qualification is where the margin lives.
A COO's tool, not another agent app.
Mizan Labs is bought by the person accountable for margin, compliance and team output. It sits above your agents, not beside them.
Fewer wasted agent-hours
Agents pick up prospects who already have a matched report and a stated budget, not raw form fills.
A consent trail you can defend
Every prospect interaction is logged against Cabinet Resolution 56 of 2024 and PDPL requirements, ready for regulator review.
Central inventory control
One controlled catalogue for the whole firm. Structured milestone payment plans, real handover dates, versioned brochures.
Runs alongside what you already have
WhatsApp Business API on your numbers. Your existing CRM. Your calendar system. Your Meta, TikTok and WeChat campaigns feed straight in.
What Mizan Labs is not.
We name the closest tools and state precisely where each one stops. We do not claim novelty.
Bayut, Property Finder, Salesforce
Portals aggregate demand and CRMs store contacts. Neither turns an incoming prospect into a qualified, matched, consented buyer in one pass.
Meta, TikTok, WeChat
Ad platforms bring people to your landing page. Mizan Labs starts where they stop — the qualification and report step, not the media buy.
Live-agent and AI chat tools
Chat routes questions. Mizan Labs delivers a structured, branded, defensible report and a broker notification — with the rules recorded.
See a walkthrough with your own inventory.
Send us a short question set you already ask prospects and a sample of your inventory. We will run it through Mizan Labs and show you the report a real prospect would receive.
Book a walkthrough