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 — worth $650 billion — 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 combining both intelligence layers
- Blockchain-secured verification ID for authenticity
- Forensic audit trail with PASS/FAIL/ALERT per parameter
- 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.
| 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 |
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.
| Role | Color | Hex | Usage |
|---|---|---|---|
| Background | Deep Slate | #0F1923 |
All screen backgrounds |
| Primary Accent | Electric Teal | #00D4AA |
CTAs, active states, verified badges |
| Warning | Amber | #F5A623 |
Moderate alerts |
| Danger | Coral Red | #FF4D4D |
Critical alerts |
| Secondary Text | Muted Gray | #8892A4 |
Labels, subtitles, metadata |
- Display / Headings: Sora — Bold, confident
- UI Labels: Manrope — Clean, readable
- Data / Scores: Space Grotesk — Precise, terminal-feel
- Glassmorphism cards:
rgba(255,255,255,0.05)bg +1px rgba(255,255,255,0.1)border +backdrop-blur: 12px - Badge system: VERIFIED (teal fill) / SUSPICIOUS (amber fill) / ALERT (red fill) / LOW RISK (teal outline)
- Data formatting: Indian standard — ₹1.2 Cr, ₹45L, 4.2% YoY
- Data-forward — Every pixel earns its place by conveying information
- Trust by design — Shield icons, verification stamps, blockchain IDs
- Indian context — ₹ formatting, RERA, local authority references
- Dark, precise, confident — Bloomberg terminal meets Zerodha Kite
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
RERA Gujarat API — Legal compliance verification
Google Maps Platform — Real-time commute data
AQICN API — Air Quality Index
CPCB — Environmental data
Vite Dev Server — Local development
Netlify (Planned) — Production deployment
| Problem Statement | Primary Screen | Supporting Screens |
|---|---|---|
| Misleading commute times | Forensic Commute Audit | Dashboard, Audit Report |
| No neighbourhood data | Neighbourhood Quality | Dashboard, Audit Report |
Landing Page
↓
Sign Up / Login (Google OAuth or Email)
↓
Onboarding (Profile → Locality)
↓
Dashboard (Intelligence Hub)
↙ ↘
Neighbourhood Commute
Quality Audit
↘ ↙
Audit Report PDF
↓
Share with family/CA
PropSight 360 is built specifically for the Indian real estate ecosystem with:
| Feature | Indian Context |
|---|---|
| Price formatting | ₹ Crore / Lakh system (not millions) |
| Legal compliance | RERA registration, OC/CC certificates |
| Government data | Local municipality and authority data integration |
| Local transport | Auto-rickshaw, AMTS, Metro modes |
| Infrastructure risk | Monsoon waterlogging, power cuts per month |
| Cultural signals | Vastu & orientation scoring, neighbourhood community type |
| Verification | Blockchain ID + RERA number for audit report authenticity |
PropSight_360/
│
├── 📂 Backend/ # Node.js + Express REST API
│ ├── 📂 config/
│ │ ├── db.js # MongoDB Atlas connection
│ │ └── passport.js # Google OAuth strategy
│ │
│ ├── 📂 controllers/
│ │ ├── aqiController.js # Air Quality Index endpoints
│ │ ├── authController.js # Login / signup / OAuth logic
│ │ ├── commuteController.js # Forensic commute audit logic
│ │ └── neighborhoodController.js # Neighbourhood intelligence logic
│ │
│ ├── 📂 middleware/
│ │ ├── authMiddleware.js # JWT token verification
│ │ └── errorMiddleware.js # Global error handler
│ │
│ ├── 📂 models/
│ │ └── User.js # Mongoose user schema
│ │
│ ├── 📂 routes/
│ │ ├── aqiRoutes.js # GET /api/aqi/*
│ │ ├── authRoutes.js # POST /api/auth/*
│ │ ├── commuteRoutes.js # POST /api/commute/*
│ │ └── neighborhoodRoutes.js # GET /api/neighborhood/*
│ │
│ ├── 📂 services/
│ │ ├── aqiService.js # AQI data aggregation & caching
│ │ ├── commuteService.js # Google Maps + traffic analysis
│ │ └── neighborhoodService.js # Multi-source data aggregation
│ │
│ ├── 📂 utils/
│ │ └── generateToken.js # JWT signing helper
│ │
│ ├── .env.example # Environment variable template
│ ├── .gitignore
│ ├── package.json
│ └── server.js # Express app entry point
│
└── 📂 Frontend/ # React + Vite SPA
│
├── 📂 public/
│ ├── favicon.svg
│ ├── icons.svg
│ ├── _redirects # Netlify SPA routing fix
│ └── 📂 screenshots/ # README product preview images
│ ├── Landing_Page.png
│ ├── Sign_In_Page.png
│ ├── Sign_Up_Page.png
│ ├── Forgot_Password_Page.png
│ ├── Dashboard_Page.png
│ ├── Neighborhood_Quality_Checking_Page.png
│ └── Commute_Lies_Detection_Page.png
│
├── 📂 src/
│ │
│ ├── 📂 api/ # Axios API call wrappers
│ │ ├── aqi.js
│ │ ├── auth.js
│ │ ├── commute.js
│ │ └── neighborhood.js
│ │
│ ├── 📂 assets/ # Static images & SVGs
│ │ ├── hero.png
│ │ ├── react.svg
│ │ └── vite.svg
│ │
│ ├── 📂 components/ # Reusable UI components by feature
│ │ │
│ │ ├── 📂 AuditReport/ # PDF-style forensic report
│ │ │ ├── AuditTrailTable.jsx
│ │ │ ├── BrokerIntelligence.jsx
│ │ │ ├── MarketComparison.jsx
│ │ │ ├── PropertySummary.jsx
│ │ │ ├── ReportFooter.jsx
│ │ │ ├── ReportHeader.jsx
│ │ │ └── VerdictGauge.jsx
│ │ │
│ │ ├── 📂 Auth/ # Authentication UI
│ │ │ ├── AuthFooter.jsx
│ │ │ ├── AuthLeftPanel.jsx
│ │ │ ├── ForgotPasswordForm.jsx
│ │ │ ├── LoginForm.jsx
│ │ │ ├── ResetSuccessMessage.jsx
│ │ │ ├── SignupForm.jsx
│ │ │ └── TrustPill.jsx
│ │ │
│ │ ├── 📂 Commute/ # Forensic commute audit UI
│ │ │ ├── AuditCardGrid.jsx
│ │ │ ├── CommuteControls.jsx
│ │ │ ├── CommuteHeader.jsx
│ │ │ ├── CommuteMap.jsx
│ │ │ └── LegBreakdown.jsx
│ │ │
│ │ ├── 📂 Dashboard/ # Intelligence hub widgets
│ │ │ ├── FeatureGrid.jsx
│ │ │ ├── LiveFeedTicker.jsx
│ │ │ ├── MarketPulse.jsx
│ │ │ └── PropertyCard.jsx
│ │ │
│ │ ├── 📂 Landing/ # Public marketing page sections
│ │ │ ├── FeatureDeepDives.jsx
│ │ │ ├── FinalCTA.jsx
│ │ │ ├── HeroSection.jsx
│ │ │ ├── HowItWorks.jsx
│ │ │ ├── ProblemSection.jsx
│ │ │ ├── StatsTicker.jsx
│ │ │ └── Testimonials.jsx
│ │ │
│ │ ├── 📂 Neighborhood/ # Neighbourhood quality UI
│ │ │ ├── DataTile.jsx
│ │ │ ├── InteractiveMap.jsx
│ │ │ ├── NeighborhoodHeader.jsx
│ │ │ └── ResidentSentiment.jsx
│ │ │
│ │ ├── 📂 Onboarding/ # New user onboarding steps
│ │ │ ├── LocalityStep.jsx
│ │ │ ├── ProfileStep.jsx
│ │ │ └── WelcomeStep.jsx
│ │ │
│ │ └── 📂 common/ # Shared layout components
│ │ ├── DashboardLayout.jsx
│ │ ├── Footer.jsx
│ │ ├── Navbar.jsx
│ │ ├── ProtectedRoute.jsx # Auth guard for private routes
│ │ └── SEO.jsx # Dynamic meta tags per page
│ │
│ ├── 📂 features/ # Redux slice definitions
│ │ ├── authSlice.js # Auth state (user, token, status)
│ │ └── uiSlice.js # UI state (modals, loaders, theme)
│ │
│ ├── 📂 hooks/ # Custom React hooks
│ │ ├── useAuth.js # Auth state + helpers
│ │ └── useTheme.js # Theme toggle hook
│ │
│ ├── 📂 pages/ # Route-level page components
│ │ ├── AuditReport.jsx
│ │ ├── CommuteCheck.jsx
│ │ ├── Dashboard.jsx
│ │ ├── ForgotPassword.jsx
│ │ ├── LandingPage.jsx
│ │ ├── Login.jsx
│ │ ├── NeighborhoodIntelligence.jsx
│ │ ├── Onboarding.jsx
│ │ ├── ResetPassword.jsx
│ │ └── Signup.jsx
│ │
│ ├── 📂 store/ # Redux store setup
│ │ └── index.js # configureStore with all slices
│ │
│ ├── 📂 utils/ # Frontend utility helpers
│ │ └── storage.js # localStorage read/write helpers
│ │
│ ├── App.jsx # Root component + React Router config
│ ├── index.css # Global styles & CSS variables
│ └── main.jsx # Vite entry point
│
├── .env.production # Production environment variables
├── .gitignore
├── eslint.config.js
├── index.html # HTML shell (Vite)
├── package.json
├── README.md # Frontend-specific notes
└── vite.config.js # Vite + proxy config
- Node.js v18+
- MongoDB Atlas account (or local MongoDB)
cd Frontend
npm install
npm run devcd Backend
npm install
npm run devBackend .env:
PORT=5000
MONGO_URI=your_mongodb_connection_string
JWT_SECRET=your_jwt_secret
GOOGLE_CLIENT_ID=your_google_oauth_client_id
GOOGLE_CLIENT_SECRET=your_google_oauth_client_secret
This project was independently designed and developed by Ansh Patel.
Responsibilities:
- Product Ideation & UI/UX Design
- Frontend Development (React + Vite)
- Backend Development (Node.js + Express + MongoDB)
- API Integration & Data Pipeline
- Google OAuth — Secure social authentication
- RERA Gujarat — Public property data
- AQICN — Air quality data
- Google Maps Platform — Commute and location intelligence
- Indian homebuyers everywhere who deserve better transparency
PropSight 360 — Built with ❤️ for India's homebuyers
"The best investment you can make is in the truth about your investment."