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Ifraah Tabassum
Ifraah Tabassum

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UrbanEye AI: Transforming Civic Issue Reporting with Gemini-Powered Infrastructure Intelligence

UrbanEye AI: Using Google Gemini to Help Citizens Report Urban Infrastructure Problems

The Problem

Across cities in India and the Asia-Pacific region, citizens encounter urban issues every day:

  • Potholes damaging vehicles
  • Broken streetlights affecting safety
  • Overflowing garbage dumps creating health hazards
  • Damaged roads and public infrastructure

While many municipalities provide complaint portals, reporting these issues often requires citizens to manually identify the problem, write detailed descriptions, attach evidence, and determine the correct department.

As a result, many issues go unreported or are reported with incomplete information.

The Idea

UrbanEye AI is a GenAI-powered civic reporting platform that helps citizens instantly report urban infrastructure problems.

A user simply uploads a photo and shares their location.

The platform automatically:

  1. Identifies the issue using AI
  2. Generates a structured complaint
  3. Determines the responsible municipal department
  4. Maps the issue location
  5. Creates a municipal-ready report

This reduces reporting friction and helps cities receive better quality civic complaints.

How It Works

Step 1: Citizen Uploads an Image

The user captures or uploads a photo of:

  • A pothole
  • A broken streetlight
  • A garbage dump
  • A damaged public asset

Step 2: AI Analyzes the Image

Using Google's Gemini multimodal capabilities, the image is analyzed and classified.

Example:

Input:
Photo of a damaged road.

Output:
Issue Type: Pothole
Severity: High
Recommended Department: Public Works Department

Step 3: AI Generates a Complaint

Instead of requiring the user to manually write a complaint, Gemini generates a structured report.

Example:

"Large pothole detected on the main roadway causing potential traffic hazards and vehicle damage. Immediate repair is recommended."

Step 4: Location Mapping

The issue location is captured using geolocation services and displayed on a map.

This enables authorities to identify exact locations quickly.

Step 5: Municipal-Ready Report

The system generates a complete report containing:

  • Issue category
  • Severity level
  • Location
  • AI-generated description
  • Uploaded evidence image
  • Timestamp

The report can be submitted directly to municipal authorities.


Google AI Tools & Technologies Used

1. Gemini 2.5 Flash / Gemini Pro

Purpose:

  • Image understanding
  • Issue classification
  • Complaint generation
  • Severity assessment

Why Gemini?

Gemini's multimodal capabilities allow the model to understand images and text simultaneously, making it ideal for civic issue reporting.

2. Vertex AI

Purpose:

  • Hosting and managing AI workflows
  • Model orchestration
  • Prompt management
  • Scalable AI deployment

Vertex AI provides enterprise-grade infrastructure for running and monitoring AI applications.

3. Firebase Authentication

Purpose:

  • User authentication
  • Secure citizen login
  • User profile management

4. Firestore Database

Purpose:

  • Storing complaints
  • Issue tracking
  • User submissions
  • Municipal response records

5. Cloud Run

Purpose:

  • Deploying backend APIs
  • Running AI processing services
  • Serverless scalability

Cloud Run enables automatic scaling based on user demand.

6. Cloud Storage

Purpose:

  • Storing uploaded images
  • Maintaining evidence records
  • Secure file management

7. Google Maps Platform

Purpose:

  • Location tagging
  • Interactive maps
  • Issue visualization
  • Geo-based analytics

System Architecture

Frontend:
React + Tailwind CSS

Backend:
Spring Boot

Database:
Firestore

Authentication:
Firebase Auth

AI Layer:
Gemini API via Vertex AI

Storage:
Cloud Storage

Deployment:
Cloud Run

Location Services:
Google Maps Platform


Potential Impact

UrbanEye AI can help:

  • Citizens report issues faster
  • Municipalities receive better complaint data
  • Cities improve maintenance efficiency
  • Authorities identify infrastructure hotspots

By combining GenAI with civic engagement, UrbanEye AI demonstrates how AI can be used to solve real local problems and improve quality of life in urban communities.

Future Enhancements

  • Multi-language support using Gemini
  • Voice-based complaint submission
  • Automated complaint routing
  • Real-time municipal dashboards
  • Predictive infrastructure maintenance analytics

Conclusion

UrbanEye AI is an example of how Google AI technologies can be used to solve practical civic challenges. By leveraging Gemini, Vertex AI, Firebase, Cloud Run, and Google Maps Platform, citizens can transform a simple photo into an actionable municipal report, helping create smarter and more responsive cities.

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