Turn every inquiry into a qualified lead.
24/7. In Arabic and English.
AI agents that handle WhatsApp and web property inquiries, qualify buyers and investors by budget and timeline, schedule viewings automatically, and generate RERA/DLD compliant documentation — so your agents close, not chase.
Lead Qualification + Viewing Scheduler — Dubai Real Estate Brokerage
A mid-size Dubai brokerage with 45 agents was losing 30–40% of inbound leads because WhatsApp messages arrived after hours or during viewings. Response times averaged 4–6 hours. We built a multilingual inquiry agent that captures, qualifies, and schedules viewings — and only escalates to a human agent when a lead is ready to transact.
Who gets the most from this
Brokerage owners, sales directors, and tech leads all have different angles.
“You're spending on leads. You're losing half of them to slow response.”
- →Capture every lead — WhatsApp, web form, Instagram DM — instantly, any hour
- →Agents spend their time on ready buyers, not qualification calls
- →RERA/DLD document generation reduces admin overhead per transaction
- →Fixed price, full code ownership — not a monthly SaaS you can't exit
“You know which agents convert and which are buried in admin. This frees the good ones.”
- →Lead scoring by budget, financing pre-approval, timeline, and property preference
- →Arabic/English code-switching in conversations — no bilingual staff required
- →Automated follow-up sequences for leads not yet ready to transact
- →CRM sync: all interactions, notes, and lead scores push to your system
“Your CRM has an API. This is a service layer on top — no migration.”
- →Integrates with Salesforce, HubSpot, Property Finder CRM, or custom systems
- →WhatsApp Business API, web widget, and Instagram DM in one agent
- →RERA/DLD document templates: MOU, Form A, Form B auto-filled from lead data
- →On-prem deployment option for client PII under UAE PDPL
Where Gulf real estate operations lose revenue
These are the patterns Dubai and Saudi brokerages report on every architecture call.
WhatsApp leads go cold after hours
60–70% of Gulf property inquiries arrive via WhatsApp. In Dubai, buyers compare 3–4 brokerages simultaneously — the first to respond meaningfully often wins the viewing. After-hours messages that wait until morning lose to competitors who respond instantly.
Agents spend 40% of time on unqualified leads
A significant share of inbound inquiries are early-stage browsers, renters who want to buy but aren't ready for 3–4 years, or investors researching markets. Agents can't tell until they've spent 20–30 minutes on a call. AI qualification happens in the first 2 messages.
Viewing scheduling is a coordination overhead
Scheduling a viewing involves checking agent availability, property access, client time zones (many Gulf buyers are international), and sending confirmations. For 10–15 viewings a day across 10+ agents, this is an 8–10 hour/week admin drain per coordinator.
RERA/DLD documentation is manual and error-prone
Memorandum of Understanding, Form A, Form B, and RERA compliance declarations involve repetitive data entry that agents do under time pressure. Errors delay transactions and create compliance exposure. Document generation should be automated from CRM data.
An inquiry agent, a lead qualifier, a viewing scheduler, and a doc generator — connected.
Most clients start with the WhatsApp inquiry agent + lead qualification (fastest ROI, clearest before/after). Viewing scheduling and document generation are typically deployed in phase 2. We scope the full system in the architecture call and price each phase separately.
Get a written architecture spec- Multilingual inquiry agent: Arabic, English, and mixed — auto-detected and responded to in kind
- WhatsApp Business API, web widget, and Instagram DM — unified inbox, one agent
- Lead qualification: budget, financing status, timeline, property type, and location preference
- AI property matching: searches your listings and presents options within the conversation
- Viewing scheduler: reads agent calendars, proposes slots, confirms via WhatsApp or email
- RERA/DLD document generation: MOU, Form A, Form B auto-filled from qualified lead data
- CRM integration: Salesforce, HubSpot, Property Finder CRM, or custom REST API
- Automated follow-up sequences for leads not yet ready — nurtured until they are
Three modules. Start with the highest ROI or deploy end-to-end.
All include fixed-price proposal, architecture document, source code handoff, and 30-day post-launch support. No monthly SaaS fee — runs in your infrastructure.
Common questions
How does the Arabic conversation work — does it understand Gulf dialect?
Yes. We use Arabic-capable LLMs (GPT-4o, Qwen) trained on Gulf Arabic, including UAE and Saudi dialect patterns common in property inquiries. The agent detects whether the client writes in Arabic, English, or mixes both (a common Gulf pattern) and responds in kind. Formal MSA and colloquial Gulf Arabic are both handled correctly.
Can it search our listings and present options to the client?
Yes. The agent connects to your property database (via API, Property Finder, Bayut, or a direct database connection). When a client states their criteria — 2BR in JVC under AED 800K, for example — the agent retrieves matching listings and presents a formatted summary with price, area, and a viewing CTA within the conversation. Photos can be included if your WhatsApp Business API tier supports media.
How does the RERA/DLD document generation work?
Once a lead is qualified and ready to proceed, the agent pulls the collected data (names, passport numbers, property details, agreed price, terms) and populates the appropriate RERA template: MOU, Form A (exclusive listing), or Form B (buyer registration). The generated document is reviewed by the agent before signing — we don't replace the human review step, we eliminate the data entry step.
Does this work for off-plan as well as secondary market?
Yes. Off-plan qualification includes developer project matching, payment plan explanation, and SPA/booking form generation. Secondary market flow includes MOU generation, pre-approval verification prompts, and NOC tracking. Both flows are configured for your specific mix of inventory and developer relationships.
What happens when a lead is ready to transact — how does handoff work?
When the agent determines a lead meets your qualification criteria (configurable: budget confirmed, timeline under X months, financing pre-approved or cash buyer) it sends an immediate WhatsApp notification to the assigned agent with a full summary: lead name, contact, budget, preferred properties, and the full conversation transcript. The agent picks up the thread with full context.
Is this GDPR and UAE PDPL compliant?
Yes, with the right deployment architecture. We recommend on-premise or UAE-region cloud deployment for client PII (names, passport numbers, financial details). Conversations are stored in your infrastructure, not in third-party AI provider logs. Consent capture is built into the conversation flow — clients opt in to data processing before providing personal details. Full data deletion workflows are included.
Stop losing leads after hours.
Free 30-minute architecture call. We map your inquiry channels, CRM setup, and RERA requirements — and deliver a written spec + fixed price within 3 days.
Book the call — it's freeDubai · Abu Dhabi · Riyadh · Gulf · US · UK · Available in Arabic and English