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🏢 AI-Powered Real Estate Marketplace & Property Management System

Enterprise SaaS platform with embedded AI/ML/DL for predictive intelligence, automation, and insight


📋 Table of Contents


🧠 Project Overview

PropVision360 is a full-featured AI-driven platform combining:

  • A scalable real estate marketplace for buying, selling, and renting
  • A smart property management system (SaaS) for landlords, agencies, and companies
  • AI/ML models for automation, pricing predictions, trend forecasting, and smart insights

It supports multi-role onboarding, rich property data ingestion, predictive maintenance, tenant-landlord workflows, CRM automation, financial intelligence, and a multilingual real-time experience.


🛠️ Technology Stack

Layer Technologies Used
Language/Backend Python 3.12, Django 5.2, Django REST Framework
Frontend Next.js 15 (React 19), Tailwind CSS, shadcnUI, aceternityUI
API Auth JWT (DRF SimpleJWT), OAuth 2.0 for social login
Mobile (Planned) Flutter with same DRF APIs
Database PostgreSQL 16 with PostGIS for geospatial support
Real-time Django Channels, WebSockets
Maps Leaflet.js + Isochrone Mapping + Heatmaps
Task Queue Celery + Redis, monitored by Flower
Caching Redis (sessions, search filters, alerts)
Server Stack Gunicorn, Uvicorn, Nginx, HAProxy
DevOps Docker + Docker Compose, GitHub Actions (CI/CD), Blue/Green Deployment
Monitoring & Logs Sentry, Prometheus + Grafana, ELK Stack (Elasticsearch, Logstash, Kibana)
Permissions django-guardian (RBAC), django-simple-history (auditing)

🏙️ Marketplace Engine

  • Residential & Commercial Listings
  • Auto-price suggestions (ML-powered)
  • Property metadata (Furnished, Sea View, Brand New, etc.)
  • Virtual tours (360° + Matterport support)
  • Smart tags & smart image classification
  • Property document upload (title deed, floor plan)
  • Price trend history, valuation over time
  • NLP-powered natural language search + visual search
  • Interactive maps (polygon search, radius search, clustering)
  • Save searches, alerts, comparisons, favorite listings
  • Agent profile + agency listing pages

🧱 Enterprise Property Management System (PMS)

📄 Lease & Tenant Management

  • E-contract generation + e-signature
  • Lease lifecycle (Sign, Renew, Terminate)
  • Smart reminders (rent due, renewal)
  • KYC validation with OCR/NLP
  • Tenant dashboard: rent history, invoices, contracts

🛠️ Repair & Maintenance Workflow

  • Tenants raise requests (e.g., plumber, electrician)
  • System checks if covered by contract (Free or Paid)
  • Dynamic hourly rate set by landlord/agency
  • Handyman marks attendance + GPS timestamp (start & end)
  • Invoice auto-generated: hours × rate + material cost
  • Status updates sent to tenant with real-time tracking
  • Admin dashboard to monitor vendor SLAs, SLA breaches, etc.

💼 Accounting & Financials

  • Rent ledger per property/tenant
  • Owner payouts, deposit management, late fees
  • Auto invoices (PDF/email)
  • Online payments via Stripe/PayPal
  • Profit/Loss, tax reports, P&L, ROI calculations
  • Multi-year projections via LSTM models

🧲 CRM & Agent Tools

  • Lead capture + ML-based lead scoring
  • Broker pipeline with Kanban board
  • Zoom/Google Meet meeting scheduler
  • Smart CMA (Comparative Market Analysis)
  • WhatsApp/Email/SMS campaign system

🏷️ Inventory & Asset Management

  • QR-code tagging for ACs, fridges, pipes, appliances
  • Warranty expiry alerts
  • Service history database
  • Vendor contract & documentation uploads

🤖 AI/ML/DL Features

Category Features
Price Prediction LSTM/XGBoost models predict rent/sale prices based on 15+ attributes
NLP Intelligence Auto-descriptions, contract clause analysis, review sentiment
Computer Vision Damage detection, room style tagging, GAN-based staging recommendations
Chatbot LangChain-powered RAG system for lease help, market trends, onboarding
Smart Recommender TensorFlow Recommenders / LightFM for suggesting similar properties
Fraud Detection Isolation Forests, DBSCAN, anomaly detection for fake/outlier listings
Forecasting Rent trends, demand prediction, churn prediction per area/building
Auto-fill Assistant NLP-suggested lease clauses & automated contract completions

📊 Market Intelligence & Reporting

  • Real-time reports per area/building/city
  • Investment ROI and valuation analyzer
  • Gentrification mapping via historical/comparative metrics
  • Rent vs Buy analyzer
  • ESG & Carbon footprint scoring
  • Area demand & conversion heatmaps
  • Weekly email newsletters with trends for agents/owners

📱 Mobile App Roadmap

  • Tech: Flutter, connecting via JWT-secured DRF APIs
  • Features:
    • Map search + polygon
    • Property uploads (image, video)
    • Tenant dashboard
    • Maintenance tracker
    • Real-time chat + push notifications

🔐 Security & Compliance

  • JWT, OAuth2, 2FA
  • GDPR, CCPA, ISO 27001 architecture
  • PII detection, redaction engine
  • Audit logs + simple-history
  • Secure data at rest/in-transit (AES/GPG)
  • WAF protection + real-time alerting (Prometheus)

👨‍💻 About the Author: Azhar Saleem

Platform Badge Link Profile URL
GitHub GitHub Profile https://github.com/azharsaleem18
Kaggle Kaggle Profile https://www.kaggle.com/azharsaleem
LinkedIn LinkedIn Profile https://www.linkedin.com/in/azhar-saleem
YouTube YouTube Profile https://www.youtube.com/@TheAzhar189
Twitter Twitter Profile https://twitter.com/azhar_saleem18
Email Email Contact mailto:azhar@azhar189.com

Built with ❤️ by Azhar Saleem to revolutionize real estate tech through next-gen AI + SaaS innovation.

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