The core loop, in four steps.
No agent involvement. No waiting. The prospect leaves your marketing surface with a real matched report in hand. Your broker is notified of every field they answered and every property they saw.
What the lead sees. What the head of sales sees.
A single Palm Jebel Ali qualification event, delivered to the prospect and logged for the broker in the same moment.
Branded to your firm. Off-plan and resale side by side. Payment plans, handover dates and match rationale on every row.
Full record of the question set, the matched properties, and the consent. Routed to the right agent with the calling window pre-computed.
What the prospect experiences. What the broker records.
A walk-through of a single Palm Jebel Ali qualification event, from both sides of the platform.
Prospect view
Mon 12 Aug · 14:05Broker view
Head of sales dashboardHow each qualification event runs.
Every step is deterministic and logged. A language model only phrases the match rationale — it never decides the result.
A short question set
Ten to fifteen questions on your landing page: budget band, cash or finance, end-use, location cluster, unit type, target handover, timeline, family size, current residency status. Your questions, your branding, your language — English first, Arabic RTL when ready.
Example — Palm Jebel Ali campaign: budget AED 8–12M · cash · own residence · villa · Q4 2027 latest · family of four · UAE resident.
Deterministic matching
The answers pass through your firm's inventory: off-plan projects with milestone payment plans and real handover dates, resale units with current listing terms. Rules match on budget, cluster, unit type, handover window and use-case. Every match carries an audit trace of which rule fired and why.
Same prospect, same inventory, same time — same three matched properties, in the same order. Every time.
A branded report in seconds
Five to eight matched properties. Structured payment plans as milestone rows. Handover dates as real dates. Match rationale phrased in the prospect's language. Area price trend context. Delivered as a linked report and a PDF, in your firm's brand, from your firm's domain.
Delivered to inbox and WhatsApp inside 60 seconds of the final answer.
Your broker sees everything
The head of sales and the assigned agent are notified with the full question set, the report contents, and the consent record. The prospect is invited to book an appointment on the broker's calendar; a friendly reminder follows if they do not. The broker can also reach out from their side — with the report in front of them.
The next legal calling window is pre-computed. DNCR suppression already checked.
What matching does. What it does not do.
Deterministic and reproducible. A language model only phrases the rationale — it never decides the result.
Matching does
- Filter on budget, cluster, unit type, handover window and use-case
- Score each candidate on a readable rule set your firm can review
- Produce the same result for the same inputs, every time
- Attach an audit trace to every match, showing which rule fired
- Version rule packs so a report from June 2026 remains reproducible
Matching does not
- Use a language model to decide which properties appear
- Reorder matches based on generative output
- Hallucinate handover dates or payment plans — both are structured data
- Reach into your CRM to decide who the buyer is
- Pretend to be a compliance certification — it is a workflow
What good looks like in real numbers.
Targets we hold the product to. Measured from prospect completion.