AI Automation Pipeline

How AI processes and validates civic issues

AI-Powered

Advanced AI Pipeline for Intelligent Issue Processing

Our sophisticated AI system combines multiple technologies to ensure accurate, fast, and reliable processing of civic issues reported by citizens.

Total Issues Processed

12,456

+23%

Valid Issues Identified

11,234

+18%

Fake Reports Filtered

1,222

+45%

Average Processing Time

1.7s

-12%

AI Processing Pipeline

Each civic issue goes through these AI-powered stages

YOLO

Computer Vision Object Detection

Capabilities:

  • Detects potholes, broken infrastructure, and garbage
  • Real-time object recognition with 94% accuracy
  • Identifies multiple issues in single image
  • Provides confidence scores for each detection

94%

Accuracy

0.3s

Avg Speed

1000/hr

Per Hour

Whisper AI

Speech-to-Text Processing

Capabilities:

  • Converts voice messages to text
  • Supports multiple Indian languages
  • Filters out background noise
  • Extracts key issue information

96%

Accuracy

0.8s

Avg Speed

500/hr

Per Hour

pHash

Duplicate Detection System

Capabilities:

  • Identifies duplicate image submissions
  • Prevents spam and false reports
  • Perceptual hashing algorithm
  • Cross-references with existing database

99%

Accuracy

0.1s

Avg Speed

2000/hr

Per Hour

ONNX Runtime

Issue Classification & Validation

Capabilities:

  • Classifies issue type and priority
  • Validates authenticity of reports
  • Routes to appropriate department
  • Generates automated responses

92%

Accuracy

0.5s

Avg Speed

800/hr

Per Hour

Processing Flow

YOLO

0.3s

Whisper AI

0.8s

pHash

0.1s

ONNX Runtime

0.5s

Processing Outcomes

Valid Issues

Verified issues are automatically routed to the appropriate municipal department

Fake Reports

Invalid or spam reports are filtered out and moved to trash with detailed reasoning

Pending Review

Ambiguous cases are flagged for manual review by municipal staff

Why AI-Powered Processing?

Speed & Efficiency

Process thousands of reports in minutes, not hours

Accuracy & Reliability

Consistent validation with 90%+ accuracy rates

24/7 Availability

Continuous processing without human intervention