Real Estate AI Architectures

Systems that change
how developers sell.

Explore our reference architectures designed specifically for the Indian real estate market. From lead capture to post-sales automation, we engineer the systems that power modern developers.

Reference Architecture

AI-Powered WhatsApp Lead Conversion Engine

A comprehensive reference architecture for real estate developers handling high volumes of inbound property enquiries from MagicBricks, 99acres, and Facebook Ads. The system captures leads, qualifies intent via WhatsApp, and schedules site visits autonomously.

Before

4 Hours

avg response time

With Automation

30 Secs

avg response time

The Architecture

  • Conversational Qualification

    The AI agent asks tailored questions to qualify the lead's budget, location preference, and timeline before handing off to a human agent.

  • Instant CRM Synchronization

    All conversations and qualified data points are automatically synced to Salesforce/Zoho in real-time, eliminating manual entry.

  • Automated Site Visit Scheduling

    Integrates with sales team calendars to propose available slots and book site visits directly within the WhatsApp chat.

Tech Stack

WhatsApp Business APINode.jsGPT-4oPostgreSQLSalesforce API
Reference Architecture

Real Estate Document Processing Pipeline

An automated pipeline designed to eliminate manual data entry in the post-sales process. The system uses AI to extract structured data from KYC documents, allotment letters, and payment receipts with near-perfect accuracy.

Before

30 Mins

manual entry per booking

With Automation

8 Secs

automated extraction

The Architecture

  • Multimodal Data Extraction

    Utilizes advanced Vision-Language Models to process messy, unstructured scans and PDFs into clean JSON schemas.

  • Secure Processing Enclave

    Documents are processed securely with strict data retention policies, ensuring customer PII is never compromised.

  • ERP Integration

    Extracted and validated data is pushed directly into the developer's ERP system for automated invoice generation and ledger updates.

Tech Stack

Vision LLMsAWS TextractPythonFastAPIERP APIs
Reference Architecture

Dormant Lead Reactivation Engine

An intelligent outreach system designed to reactivate cold leads. The system analyzes thousands of dormant CRM contacts, generates personalized re-engagement messages based on past interactions, and alerts the sales team only when a lead shows renewed intent.

Before

0%

cold lead conversion

With Automation

15%

re-engagement rate

The Architecture

  • Contextual Memory

    The AI references previous site visits, specific floor plans discussed, and budget constraints to make outreach feel highly personalized.

  • Intent Scoring

    Automatically scores replies based on buying signals, filtering out 'not interested' responses and surfacing hot leads.

  • Spam Protection & Rate Limiting

    Built-in guardrails ensure messages are sent at a safe cadence and strictly adhere to communication compliance regulations.

Tech Stack

LangChainOpenAITwilio APIRedisCron Jobs

Ready to automate your operations?

Book a strategy call to see how these architectures can be customized for your real estate business.

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