https://github.com/azharsaleem18/ai_real_estate
Enterprise SaaS platform with embedded AI/ML/DL for predictive intelligence, automation & insight.
https://github.com/azharsaleem18/ai_real_estate
ai data-science django django-rest-framework flutter machine-learning nextjs property-management-software property-management-system reactjs real-estate saas
Last synced: about 1 month ago
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Enterprise SaaS platform with embedded AI/ML/DL for predictive intelligence, automation & insight.
- Host: GitHub
- URL: https://github.com/azharsaleem18/ai_real_estate
- Owner: azharsaleem18
- Created: 2025-04-15T11:15:07.000Z (about 2 months ago)
- Default Branch: main
- Last Pushed: 2025-04-15T15:25:13.000Z (about 2 months ago)
- Last Synced: 2025-04-15T16:39:10.642Z (about 2 months ago)
- Topics: ai, data-science, django, django-rest-framework, flutter, machine-learning, nextjs, property-management-software, property-management-system, reactjs, real-estate, saas
- Language: Python
- Homepage: https://www.linkedin.com/in/azhar-saleem/
- Size: 6.84 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# 🏢 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
- [🏢 AI-Powered Real Estate Marketplace \& Property Management System](#-ai-powered-real-estate-marketplace--property-management-system)
- [📋 Table of Contents](#-table-of-contents)
- [🧠 Project Overview](#-project-overview)
- [🛠️ Technology Stack](#️-technology-stack)
- [🏙️ Marketplace Engine](#️-marketplace-engine)
- [🧱 Enterprise Property Management System (PMS)](#-enterprise-property-management-system-pms)
- [📄 Lease \& Tenant Management](#-lease--tenant-management)
- [🛠️ Repair \& Maintenance Workflow](#️-repair--maintenance-workflow)
- [💼 Accounting \& Financials](#-accounting--financials)
- [🧲 CRM \& Agent Tools](#-crm--agent-tools)
- [🏷️ Inventory \& Asset Management](#️-inventory--asset-management)
- [🤖 AI/ML/DL Features](#-aimldl-features)
- [📊 Market Intelligence \& Reporting](#-market-intelligence--reporting)
- [📱 Mobile App Roadmap](#-mobile-app-roadmap)
- [🔐 Security \& Compliance](#-security--compliance)
- [👨💻 About the Author: Azhar Saleem](#-about-the-author-azhar-saleem)
---
## 🧠 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 | [](https://github.com/azharsaleem18) | https://github.com/azharsaleem18 |
| Kaggle | [](https://www.kaggle.com/azharsaleem) | https://www.kaggle.com/azharsaleem |
| LinkedIn | [](https://www.linkedin.com/in/azhar-saleem/) | https://www.linkedin.com/in/azhar-saleem |
| YouTube | [](https://www.youtube.com/@TheAzhar189) | https://www.youtube.com/@TheAzhar189 |
| Twitter | [](https://twitter.com/azhar_saleem18) | https://twitter.com/azhar_saleem18 |
| Email | [](mailto:[email protected]) | mailto:[email protected] |
---
> **Built with ❤️ by Azhar Saleem** to revolutionize real estate tech through next-gen AI + SaaS innovation.