Prowesstics
AI-powered brick bundle monitoring system

AI Vision Analytics for Brick Bundle Monitoring

A leading manufacturer faced operational inefficiencies due to outdated, manual material tracking methods. Without visibility into where materials were stored or moved across their vast site, they experienced delays, misplacements, and even material theft—ultimately affecting dispatch speed and profitability.

To overcome these challenges, Prowesstics deployed an AI-powered vision analytics solution that transformed their existing CCTV setup into a real-time material tracking system. This system automated bundle counting, zone-level visibility, and smarter yard operations.

Problem Statement

The client faced significant inefficiencies and risks due to outdated manual tracking methods. Key challenges included:

  • Lack of a reliable system to monitor material presence across specific zones
  • Frequent dispatch delays caused by misplaced or uncounted bundles
  • High labour dependency, leading to frequent human errors
  • Increased risk of undetected material theft due to limited visibility and control

Solution

They approached Prowesstics to implement an AI-powered vision analytics system that leverages existing CCTV footage. The solution was deployed across five key operational zones, enabling:

  • Automated real-time brick bundle counting
  • Zone-wise material tracking
  • Dashboards visualizing worker activity and material movement trends

Operational Flow

Data Capture → Processing → Model Training → Structuring → Integration

  • Data Collection: Capture CCTV footage from predefined operational zones.
  • Image Processing: Extract image frames and preprocess them for AI analysis.
  • Model Training & Validation: Train the AI model (using YOLO, OpenCV) to detect and count brick bundles, then validate accuracy in real-world conditions.
  • Data Structuring: Convert AI detections into structured data (e.g., timestamps, zone ID, count) and store in a secure database.
  • Integration & Visualization: Integrate with existing systems (ERP/MES) and display real-time dashboards for inventory and zone-level insights.

Business Impact

  • 98% reduction in counting errors
  • 60% faster dispatch verification
  • 3 FTEs saved per shift
  • Real-time visibility across all five zones

Conclusion

By converting standard CCTV feeds into intelligent tracking systems, Prowesstics empowered the client to modernize their brick site operations. This transformation gives the client real-time, accurate visibility into how many brick bundles are present in each zone, where materials are moving, and how efficiently operations are running.

This not only reduces errors and saves labor costs, but also allows managers to make faster, better decisions—whether it's for dispatch, inventory planning, or loss prevention. With Prowesstics’ AI vision analytics, the client gained a smarter, more secure, and efficient way to operate, laying the foundation for future scalability and digital transformation.