Beyond Listings. Into Insights.
A forensic real estate intelligence platform that exposes misleading commute claims and missing neighbourhood data — built for the Indian homebuyer.

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🚨 The Problem

India's real estate market — operates with a dangerous lack of transparency. Homebuyers making multi-crore decisions face two compounding problems:

Problem 1 — Misleading Commute Times [Pain Score: 85.5/100]

"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

Problem 2 — No Standardised Neighbourhood Data [Pain Score: 94.5/100]

"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

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💡 The Solution

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."

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✨ Key Features

🚗 Forensic Commute Audit

• 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

🗺️ Neighbourhood Intelligence

• 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

📄 Verified Audit Report

• Shareable PDF report for both intelligence layers
• Designed for sharing with family, CA, or legal advisor

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📱 Product Screens

🏠 Landing Page

"Don't buy a home until you've seen the real data." — The public-facing page that introduces PropSight 360's forensic intelligence capabilities.

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🔐 Authentication Flow

Sign In	Sign Up	Forgot Password
Split-panel login with Google SSO and email login	Profile-type selection (Homebuyer / Tenant / Investor) with password strength indicator	Secure reset link delivery within 2 minutes

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📊 Dashboard — Intelligence Hub

Unified entry point showing the Neighbourhood Report and Avg. Commute Bias (3.4×) cards, letting users jump straight into intelligence or commute auditing.

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🗺️ Neighbourhood Quality

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.

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🚗 Forensic Commute Audit

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.

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🛠️ Tech Stack

Frontend

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

Backend

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

Data Sources

TomTom API                 — Real-time commute data
AQICN API                  — Air Quality Index
OpenWeather API            — Environmental data

Infrastructure

Vite Dev Server            — Local development
Netlify                    — Production deployment

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📁 Folder Structure

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

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PropSight 360 — Built with ❤️ for India's homebuyers

"The best investment you can make is in the truth about your investment."