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SortSmart AI — Waste Segregation & Carbon Footprint Analyser

Technex Green Hackathon 2026 | Problem Statement 1


What is SortSmart AI?

SortSmart AI is an AI-powered waste classification system that identifies waste from images, maps it to the correct disposal category, calculates carbon footprint savings, and displays sustainability analytics — all in real time.


Problem It Solves

India generates 62 million tonnes of waste annually. Less than 20% is correctly segregated. The rest ends up in landfills, releasing methane — 25x more potent than CO₂. SortSmart AI closes this gap by making correct waste disposal instant, effortless, and impactful.


Key Features

  • AI Waste Classification — Upload any image, get instant category detection
  • 3 Category Mapping — Recyclable, Biodegradable, Hazardous
  • Carbon Footprint Calculator — Auto-estimates CO₂ saved per item
  • Trees Equivalent — Translates CO₂ into relatable real-world impact
  • Sustainability Dashboard — Real-time analytics for citizens, campuses & municipalities
  • Circular Economy Score — Second life suggestion for every waste item

Future Vision

  • Community Leaderboard — Campus/city-wide rankings based on waste correctly segregated, encouraging healthy competition and sustained engagement

Tech Stack

Layer Technology
AI Model Roboflow — 99.1% accuracy, 52 waste classes
Backend Python + FastAPI
Frontend React.js + TailwindCSS + Recharts
Camera OpenCV
Database Firebase Firestore

Setup & Installation

Prerequisites

  • Python 3.10+
  • Node.js 18+
  • Webcam (for live scanning)

Backend Setup

python -m venv venv
venv\Scripts\activate          # Windows
source venv/bin/activate       # Mac/Linux

pip install fastapi uvicorn inference-sdk opencv-python numpy

cd backend
uvicorn main:app --reload

Frontend Setup

cd frontend
npm install
npm start

Target Audience

User What They Get
Citizens Personal carbon impact and disposal guidance
Campus Admins Aggregate waste patterns and analytics
Municipalities City-wide data to optimize collection routes

Business Model

  • SaaS licensing to municipalities — ₹50,000/month per city zone
  • Per-bin software licensing — ₹5,000/bin/year
  • Carbon credit brokerage — 10% commission on verified credits sold
  • Break-even at 50 smart bins deployed

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