Home/Case Studies/Manufacturer Detects 99.2% of Defects with Computer Vision Quality Inspection
Manufacturing

Manufacturer Detects 99.2% of Defects with Computer Vision Quality Inspection

Deploying AI-powered visual inspection on Azure across high-speed production lines, replacing manual QC with consistent, real-time detection.

Solution
Computer Vision Quality Inspection
Industry
Manufacturing & Industrial
Company Size

Project Overview

client
Discrete Manufacturer
industry
Manufacturing & Industrial
solution
Computer Vision Quality Inspection
technologies
Azure AI Custom Vision, Azure IoT Edge, Microsoft Fabric, Power BI, Azure Machine Learning
duration
4 Months
region
MENA

The Challenge

Manual visual inspection couldn't keep up with line speeds, allowing defects to reach customers and triggering costly recalls.

  • 1Manual inspection unable to keep up with line speeds
  • 2Inconsistent quality decisions across shifts and inspectors
  • 3Costly customer-detected defects and recall events

Our Solution

CloudGate deployed AI-based visual inspection on Azure IoT Edge at line speed, with continuous model retraining as new defect types appeared.

  • Custom defect detection models trained on labeled production imagery
  • Edge inference at line speed via Azure IoT Edge
  • Continuous model retraining and drift monitoring

The Results

99.2%
DEFECT DETECTION ACCURACY
100%
LINE COVERAGE (VS 30% MANUAL)
-75%
CUSTOMER COMPLAINTS
  • Eliminated recall events in the lines where the system is deployed

Technologies Used

Azure AI Custom VisionAzure IoT EdgeMicrosoft FabricPower BIAzure Machine Learning

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