BIGM · for Dubai brokers

60 inbound WhatsApp leads from PropertyFinder this week. You replied to 12. The other 48 went cold.

Dubai luxury brokers don't have a lead generation problem. They have a response-time problem. Industry data is clear: replying inside 5 minutes lifts meeting-book rate 4-5x vs replying in 4 hours. But the inbound from Bayut + PropertyFinder + Dubizzle is constant, 70-80% of it is tire-kickers + agent-fishing, and the hot ones go cold while you're answering someone who wants a 2BR they can't afford.

What BIGM solves specifically

Every inbound WhatsApp gets a reply within 60 seconds, in the right language, with the right brochure attached. Hot leads either get qualified through a few message exchanges and handed off to you as a same-day WhatsApp meet, OR routed to a Calendly slot if the buyer prefers a scheduled viewing. Tire-kickers and agents fishing for co-broke get politely de-prioritized without you ever seeing them.

What happens in the first 60 seconds of an inbound

Walkthrough is illustrative, not a captured customer trace. We're in early pilot — see the "Pilot launch" section below for honest current status.

0 sec
WhatsApp inbound arrives

From PropertyFinder portal forward, Bayut webhook, or direct number. Buyer message, agent fishing message, off-topic message, all land in the same BIGM inbox.

3 sec
Intent + language + buyer-vs-agent classification

Multilingual model (EN / AR / RU / TR) tags: intent (asking_price, asking_details, scheduling, off_topic, agent_inquiry), language, role (end_buyer vs agent vs lead-gen-bot). Agent-fishing messages ('habibi do you co-broke 50/50') tagged separately so they don't burn AI bandwidth.

10-30 sec
AI persona auto-reply in buyer's language

Persona configured in YOUR brand voice replies with answer to the asked question + brochure + Matterport link from your listing catalog. Arabic / Russian / English / Turkish supported. Knows the basics: AED pricing, service charge per sqft, payment plan structure (60/40 / post-handover / monthly), off-plan vs ready, Golden Visa threshold (2M AED property = 10yr visa).

30-60 sec
Hot-lead detection + routing

If the conversation crosses intent_score ~70 (specific listing + specific bedroom count + budget signal), you get a Telegram / WhatsApp ping with the conversation summary. Options at handoff: AI offers a Calendly slot (for buyers who like scheduling), OR drops you in the chat to take over (for buyers who want same-day WhatsApp meet — 'I'm at the lobby in 20 min').

Total broker time on cold + lukewarm inbound: 0 minutes. You only see the conversation when it's already qualified + warm.

Dubai-specific concerns the AI handles

AED pricing nuance

Knows purchase price vs DLD 4% transfer fee vs Oqood vs service charge per sqft. Quotes pricing in AED, never confuses sale price with all-in cost.

Payment plan structures

60/40, post-handover, 1% monthly, Damac / Emaar / Sobha specific plans. AI answers basic plan questions, escalates anything specific to your contract.

Off-plan vs ready (legal)

Knows the difference matters. Off-plan questions get routed to you faster because they have legal nuance (RERA registration, Oqood, escrow protection).

Escrow account (1071)

Off-plan buyers ask about escrow protection. AI explains the escrow account structure + RERA mandate, gives buyer the comfort signal.

Golden Visa thresholds

2M AED property = 10yr Golden Visa, 750K AED = 2yr. AI surfaces this proactively to qualified buyers above threshold (good for closing).

DLD + RERA compliance

Persona configured to never make a price commitment in writing (DLD/RERA risk), always defer specific number to broker confirmation. Compliance disclaimer auto-attached to first AI reply.

Agent-fishing filter

Messages from other brokers asking 'do you co-broke' get tagged + routed to a separate folder. You decide once at end of week if any are worth the 50/50 split, instead of triaging mid-day.

Time-waster de-prioritization

Inbound that asks for properties 50% under realistic budget (asking 800K AED for Marina Gate 2BR) gets a polite 'we don't have inventory in that band' response. AI doesn't waste your time on it.

Modules under the hood

Omnichannel inbox

WhatsApp (via Unipile) + Bayut email + PropertyFinder webhooks + Instagram DMs all land in one BIGM inbox. AI flags hot vs cold visually. You stop checking 5 tabs.

Intent classification (multilingual)

Every inbound: asking_price / asking_details / scheduling / off_topic / agent_inquiry / declining. Multilingual (EN / AR / RU / TR / DE). Drives auto-reply behavior + your alert thresholds.

Persona (your brand voice)

Configurable on 8 personality traits + escalation rules. 'Friendly + professional + never quotes a price above 15% over asking + always offers viewing within 3 days + defers final number to broker'.

Listing catalog + brochures

Upload your listing brochures (PDF + photos + virtual tour links) once. AI attaches the right one per inbound lead automatically. Refresh when listings change.

Voice agent (callback only)

When a hot lead doesn't reply to WhatsApp within 30 min, voice agent calls in their language. 8-min average qualification call, transcript in your inbox after. Buyer-initiated calls always route to YOU, not the AI.

Auto-meeting OR same-day handoff

At hot-lead handoff: AI offers Calendly slots (for buyers who schedule) OR drops you into the live WhatsApp chat (for buyers who want immediate viewing). Per-buyer logic, not Calendly-first.

What changes in 30 days

Response time
2-4h → 60s
100% of inbound gets a reply.
Hot-lead capture
~20% → ~85%
Industry-standard impact of sub-5-min response.
Broker time / lead
8-15m → 0m
Cold + lukewarm fully handled; only viewings hit you.
Agent-fishing noise
~30% → 0%
Routed to a separate folder, not your inbox.
Lead leakage
→ zero
Every lead seen + replied to, structurally.
Honest limitations
  • No native Bayut / PropertyFinder API to pull your listings automatically. You upload the brochures + the Matterport links into BIGM once, refresh when listings change. Engineering on the API integration is feasible but not in v1.
  • No CRM, no commission tracking, no MLS replacement. BIGM is the inbound + qualification layer, not your back-office. Plugs into Pipedrive, HubSpot, or your existing sheet.
  • AI handles 80-90% of inbound autonomously. The 10-20% with complex / unusual asks (financing structures, off-plan visa edge cases, specific HOA disputes) are escalated to you with a one-line "needs human" tag.
  • The AI never quotes a final purchase price in writing. Always defers to broker. This protects you on RERA/DLD compliance + protects buyer trust.
Phase 2 — waitlist open

Dubai real-estate pilot activates after Founding 10 closes (Turkish marketplace + UAE/Saudi B2B lead-gen agencies first).

Phase 2 pilots: weekly 1:1, 6%+ reply-rate guarantee or refund + keep every meeting. Pricing →

Compliance + sub-processor

GDPR Article 28 sub-processor list, DPA, PDPL/ADGM/DIFC addendum, full compliance posture on the trust + security page.

30-min walkthrough
We can plug a test WhatsApp number into your existing listing feed and show you the inbound triage live during the call. We'll walk through real example messages from your sector (you bring 5 anonymized past inbounds, we run the AI on them live).
Book a walkthrough →