Packaging Case Studies

Real-world success stories showcasing Overview.ai's AI vision systems in packaging applications.

4 Case Studiesavailable for download
Coffee Packaging OCR Across Multiple SKUs with Zero Training Data - Packaging case study
Packaging

Coffee Packaging OCR Across Multiple SKUs with Zero Training Data

OCR verification of production dates, best-before dates, and product codes on a multi-SKU coffee packaging line for a global packaging OEM. An OV80i with dark-field ring lighting read every SKU with no training images, configured by parameter tuning in 45 minutes across roughly 8 package sizes and shapes.

Open-Flap Packaging Inspection on a High-Speed Carton Line - Packaging case study
Packaging

Open-Flap Packaging Inspection on a High-Speed Carton Line

Open versus closed flap detection on a personal care carton line running at 200 parts per minute with zero tolerance for missed defects. An OV20i triggered off the existing line sensor, and a classification model trained on-site in a single day reached 100% inspection coverage validated at full 200 ppm throughput.

Heat Seal & Package Inspection: Grade Every Seal, Without Destroying It - Packaging case study
PackagingDetailed

Heat Seal & Package Inspection: Grade Every Seal, Without Destroying It

Non-destructive seal grading on paper-based packaging at line speed. The OV20i inspects the cross seal and long seal of every package, catching the visual defects that predict bond failure: open seals, fish mouths, channels, misalignment, fold-overs, burns, and contaminants. Trained on good and bad examples supplemented with GenAI-created defects, deployed in days.

Coffee Bag Packaging Defect Case Study - Packaging case study
PackagingDetailed

Coffee Bag Packaging Defect Case Study

Automated quality control for coffee packaging, detecting seal defects and package integrity issues in high-speed production

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Packaging Case Studies | Overview.ai