Multi-Agent Real Estate Sales Automation
From first enquiry to qualified handoff, visit booking and verified payment
Multi-agent real estate sales automation that coordinates Meta leads, outbound voice calls and WhatsApp conversations, qualifies buyers in English, Hindi or Hinglish, matches verified inventory, books visits and escalates high-intent leads with full context.
The sales leak happens between channels, teams and follow-ups.
A Meta lead, a voice-call response and a WhatsApp message can describe the same buyer in different ways. This workflow brings those signals into one normalized lead context, rejects duplicate or invalid events, and routes the next action without losing the conversation history or handing unverified claims to the buyer.
Channels become one journey
Meta Lead Ads can trigger an outbound voice call, while WhatsApp and post-call analysis continue through the same qualification path.
AI interprets; rules decide
Agents detect language, intent and missing details, while deterministic code calculates scores, pricing and payment verification.
Hot leads reach humans ready
A sales director receives the buyer’s score, score reasons, budget, preference, timeline, funding mode, intent and concise conversation summary.
A multi-agent sales pipeline built in n8n
Capture
Meta, WhatsApp or voice-call events enter through dedicated webhooks and are normalized.
Collect
A router detects English, Hindi or Hinglish, buyer intent, sales stage and requested action.
Underwrite
A discovery agent extracts budget, unit, timeline, funding and purchase purpose without guessing.
Act
The workflow returns inventory, pricing, brochure, visit, payment or human-handoff actions through the appropriate channel.
See the complete decision path
The video demonstrates the WhatsApp conversation path. The production workflow extends the same controlled journey across Meta Lead Ads and outbound voice calls, then adds inventory checks, lead scoring, visit booking, payment links and human escalation.
Demonstration data only. Project facts, inventory, pricing, charges and payment states must come from verified business systems. The workflow preserves human approval for exceptions and commercial decisions.
A controlled sales operating system—not a WhatsApp bot
The USP is orchestration with guardrails. Each AI agent has a narrow job, and business-critical outcomes remain deterministic, traceable and connected to verified sources.
Language-aware routing
English, Hindi and Hinglish are understood without mixing intent detection, qualification and transaction logic into one unreliable prompt.
Duplicate-safe continuity
Meta, voice and WhatsApp events pass through idempotent ingestion so repeated webhooks do not restart the sales journey or trigger duplicate actions.
Verified-catalogue discipline
Locality, configuration, budget and premium preferences are filtered against approved inventory. If nothing matches, the system escalates instead of inventing an option.
Explainable lead scoring
Budget fit, buying timeline, response speed, funding information and visit status create a score with recorded reasons—not an unexplained AI label.
India-ready cost summary
Configurable carpet area, rate, GST category, stamp duty, registration cap, parking and other charges produce an indicative total with validation and a clear disclaimer.
Payment-state verification
Payment links are followed by signature-verified webhook processing before a paid state is persisted, reducing false confirmations and manual checking.
Every automated action ends in a useful next step
A buyer can receive a verified inventory response, indicative cost summary, brochure, calendar confirmation or payment link. When intent becomes urgent, automation stops being the centre of the experience and delivers a concise, evidence-rich dossier to the sales director.
Useful when leads arrive faster than a team can respond consistently
Property developers
Respond across campaigns and channels while keeping catalogue claims and commercial rules controlled.
Brokerage sales teams
Qualify, route and schedule enquiries while giving salespeople the context needed for a better call.
Real estate marketing partners
Connect lead campaigns to a measurable sales journey without replacing every existing business system.
Bring us your real sales journey—not just a chatbot brief
We map channels, verified inventory, qualification rules, pricing logic, consent, payment states and human approval points before implementation. Start with one focused journey from $500.