Client Story

IoT-Powered Vision-Enabled Quality Control System for a Packaged Food Company

Project Overview

A leading packaged food company faced significant challenges due to packaging defects, leading to product recalls, brand damage, and customer dissatisfaction. The company wanted a robust solution to automate its quality control process to ensure defect-free packaging and maintain high standards of product quality. iotasol developed an IoT-powered, vision-enabled quality control system using high-resolution imaging and Azure Machine Learning to detect packaging defects in real-time. This solution was designed to streamline the quality control process, reduce human error, and enhance overall operational efficiency.

Growth Tracking


Reduction in Packaging Defects


Decrease in Product Recalls


Increase in Cost

Major Challenges

Packaging defects leading to product recalls and tarnishing the brand image.

Customer dissatisfaction due to defective packaging.


iotasol implemented an automated assembly line quality control system with the following key features

iotasol implemented an automated assembly line quality control system by integrating high-resolution cameras along the production line. These cameras captured detailed images of the top surface of food packaging before the final bagging stage. Utilizing Azure Machine Learning, the system analyzed these images to identify defects such as labeling issues and positioning errors. This technology enabled accurate and real-time detection of anomalies, ensuring that any defects were promptly addressed.


The solution was architected using IoT Edge and IoT Hub to facilitate seamless data collection, processing, and communication between devices and the cloud. Additionally, iotasol developed a cloud-based operational dashboard for real-time monitoring and reporting of the quality control process. This dashboard provided facility managers with comprehensive insights into defect patterns and overall operational performance, enabling data-driven decision-making and continuous improvement in quality control processes.



Enhanced Quality Control: The automated system ensured consistent and accurate detection of packaging defects, reducing the likelihood of product recalls and maintaining brand integrity.

Increased Operational Efficiency: Automation of the quality control process reduced human error and streamlined operations, leading to improved productivity and reduced operational costs.

Real-Time Defect Detection: The use of high-resolution imaging and machine learning enabled real-time identification of defects, allowing for immediate corrective actions and minimizing defective products reaching the market.

Comprehensive Monitoring and Reporting: The cloud-based operational dashboard provided detailed insights into defect patterns and operational performance, enabling data-driven decision-making and continuous improvement.

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