A prospect answers a short question set. Seconds later they receive a personalised, branded report of matched off-plan and resale properties — with payment plans, handover dates and match rationale. Your team sees everything they were sent, before they pick up the phone.
One question set, one branded report, one consent record. Delivered to the prospect, logged for the front-line agent, summarised for the person running the P&L.
Every step is deterministic and logged. A language model only phrases the match rationale — it never decides the result.
A short question set on your campaign page. Budget, timing, use, area, funding. English or Arabic. Under two minutes.
Deterministic match against your central inventory of off-plan and resale properties. Rules you can read and audit.
Branded report sent in seconds. Payment plans, handover dates, area price trends, plain-English rationale for every match.
Your team sees everything the prospect was asked and sent, plus a Cabinet 56 consent record and the next legal calling window.
Mizan Labs is sold to the person responsible for margin, compliance and team output. It sits above agents, not beside them.
Fewer wasted agent-hours on unqualified traffic. Central inventory. A consent trail that stands up under UAE Cabinet 56 and the PDPL.
For brokerages → Runs alongside your stackYour ad accounts, CRM, WhatsApp Business API, portals and calendars stay as they are. Mizan owns the qualification layer between them.
Where Mizan fits → Regulator-ready by designEvery report ties back to a consent record with prospect identifier, timestamp, IP, consent wording version and DNCR outcome. Exportable in the required format.
Compliance →