Beyond Listings. Into Insights.
A forensic real estate intelligence platform that exposes misleading commute claims and missing neighbourhood data — built for the Indian homebuyer.
India's real estate market — operates with a dangerous lack of transparency. Homebuyers making multi-crore decisions face two compounding problems:
"Real estate marketing claims like '5 minutes from metro' are wildly inaccurate because they measure straight-line distances on maps rather than actual peak-hour walking time accounting for traffic signals, crowded sidewalks, and infrastructure obstacles."
- Developers advertise straight-line map distances, not actual travel time
- Peak-hour reality is 3–4x longer than advertised
- No standardised commute disclosure requirement in India
- Buyers discover the truth only after possession
"Home buyers making multi-crore investment decisions lack comprehensive, data-driven information about neighbourhood characteristics like school quality, crime statistics, air quality indices, water availability, power outage frequency, and future infrastructure plans."
- No single source for locality intelligence in India
- Government data is siloed across multiple portals
- Buyers rely on broker-provided information (conflict of interest)
- NRIs have zero ability to remotely assess property context
PropSight 360 is a forensic real estate intelligence platform that aggregates, cross-verifies, and presents property data in a transparent, data-driven interface — empowering buyers to make decisions with complete neighbourhood and commute intelligence.
When a user opens PropSight 360, they should feel:
"I have POWER. I cannot be fooled.
I know more than the brokers. I am protected."
- Listed commute vs real peak-hour commute with 3.6x bias detection
- Multi-modal breakdown: Drive, Metro, Bike, Auto/Cab
- Bottleneck identification with street-level imagery
- Hourly traffic heatmap showing best commute windows
- Monsoon waterlogging risk and safety index for route
- 847 localities with live data across Ahmedabad
- 8-dimensional quality scoring: School Quality, AQI, Water Supply, Power Stability, Crime Rate, Future Infrastructure, Vastu & Orientation, Flood Risk
- Resident sentiment analysis with verified quotes
- Interactive heatmaps: Price zones, Risk zones, Infrastructure pipelines, School catchment
- Compare any two localities side-by-side
- Shareable PDF report for both intelligence layers
- Designed for sharing with family, CA, or legal advisor
"Don't buy a home until you've seen the real data." — The public-facing page that introduces PropSight 360's forensic intelligence capabilities.
Unified entry point showing the Neighbourhood Report and Avg. Commute Bias (3.4×) cards, letting users jump straight into intelligence or commute auditing.
8-metric locality scorecard (School Quality, AQI, Water Supply, Power Stability, Crime Rate, Future Infra, Vastu & Orient, Flood Risk) with resident sentiment analysis and interactive map layers.
Side-by-side Listed vs Reality commute comparison with real-time route mapping, bottleneck detection, best commute time windows, safety index, and monsoon impact scoring.
React.js + Vite — Core framework & dev tooling
Tailwind CSS — Utility-first styling
React Router — Client-side routing
Google Material Symbols — Iconography
Google Fonts (Sora,
Manrope, Space Grotesk) — Typography
Node.js + Express — API server
MongoDB Atlas — User & property database
JWT + HTTP-Only Cookies — Secure session management
Google OAuth 2.0 — Social authentication
bcryptjs — Password hashing
TomTom API — Real-time commute data
AQICN API — Air Quality Index
OpenWeather API — Environmental data
Vite Dev Server — Local development
Netlify — Production deployment
PropSight_360/
│
├── 📂 Backend/
│ ├── 📂 config/
│ ├── 📂 controllers/
│ ├── 📂 middleware/
│ ├── 📂 models/
│ ├── 📂 routes/
│ ├── 📂 services/
│ ├── 📂 utils/
│ ├── .env.example
│ ├── .gitignore
│ ├── package.json
│ └── server.js
│
└── 📂 Frontend/
├── 📂 public/
│ └── 📂 screenshots/
├── 📂 src/
│ ├── 📂 api/
│ ├── 📂 assets/
│ ├── 📂 components/
│ │ ├── 📂 AuditReport/
│ │ ├── 📂 Auth/
│ │ ├── 📂 Commute/
│ │ ├── 📂 Dashboard/
│ │ ├── 📂 Landing/
│ │ ├── 📂 Neighborhood/
│ │ ├── 📂 Onboarding/
│ │ └── 📂 common/
│ ├── 📂 features/
│ ├── 📂 hooks/
│ ├── 📂 pages/
│ ├── 📂 store/
│ ├── 📂 utils/
│ ├── App.jsx
│ ├── index.css
│ └── main.jsx
│
├── .env.production
├── .gitignore
├── eslint.config.js
├── index.html
├── package.json
├── README.md
└── vite.config.js
PropSight 360 — Built with ❤️ for India's homebuyers
"The best investment you can make is in the truth about your investment."






