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​​OCR Solutions for Prescription Label Scanning​

​​Accurately reading prescription labels and finding discrepancies is essential for meeting global regulations and keeping up high-throughput operations. Cognex optical character recognition (OCR) solutions use AI, pre-trained font libraries, and powerful image-formation technology to read prescription and pharmaceutical labels in challenging conditions, accurately capturing patient, drug, and dosage information in real time. This reduces errors, accelerates processing, and supports traceability and regulatory compliance.​

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Cognex In-Sight 3800 vision system

In-Sight 3800 Series

​​General-purpose, AI-powered vision system designed to handle high-speed, high-resolution inspections across a wide range of manufacturing applications.​

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The importance of OCR in pharmaceutical manufacturing 

​​By converting printed text into machine-readable data, OCR enables traceability, quality control, and efficiency throughout automated production lines. Even a small typo on a printed label – like a bad lot number or expiration date – can lead to costly compliance issues, product recalls, and supply chain disruptions.  

​In high-speed environments, AI-enhanced OCR ensures accurate, legible capture of critical printed information on blister packs, cartons, and containers. OCR provides reliable verification of serial codes, batch numbers, and expiration dates, helping manufacturers meet regulatory requirements and avoid mix-ups between similar-looking products. Accurate first-pass reading reduces errors and rework, prevents bottlenecks and speeds up pharmacy workflows.​ 

Ensuring accuracy in prescription drug scanning 

Even with OCR in place, real-world conditions can affect read rates. Common challenges for traditional scanning methods include:

  • Lighting variability – reflection or shadows can distort characters
  • Variable fonts and print quality – unusual styles or degraded text reduce recognition accuracy
  • Damaged labels – folds, smudges, or wear can cause no-reads and mis-reads

AI-driven Cognex vision systems deliver consistent, high-accuracy reads across diverse label types and conditions – keeping workflows fast, reliable, and compliant. 

Cognex OCR tools work on distorted text, like on IV bags.

Cognex vision systems read characters on shiny surfaces.


Closeup of lot code and expiration date text being read on a label

Using AI and pre-trained font libraries, Cognex vision systems read distorted, obscured, and distorted characters.


​​AI-powered OCR to maximize read rates and efficiency ​ 

​​Cognex vision systems ensure accurate interpretation and verification of prescription labels on bottles, blister packs, and packaging. In-Sight vision systems use high-resolution imaging, AI-powered OCR and advanced algorithms to read labels right the first time, easily handling varied fonts, print qualities, and label conditions. Flexible software converts characters, letters, and numbers into machine-readable text, extracts critical information, and integrates data into digital systems.

​Cognex OCR technology makes it easy to tackle complex prescription scanning:  

  • ​Minimizes transcription errors and ensures accurate prescription details  
  • ​Easily connects with automated systems and packaging lines to ensure full traceability and compliance.  
  • ​Supports regulatory compliance with precise, real-time validation.
  • ​Creates accessible digital records for easier storage, organization and access

​But reading characters is just one side of the equation: it’s important to verify that label information is correct, too. Label verification confirms that the data matches expected values, such as serialization, batch numbers, and expiration dates, helping to prevent mix-ups, support compliance, and keep production running smoothly.  

Cognex intuitive software, ready-to-go font libraries, and swift deployment mean your OCR processes are up and running in no time with flawless performance. Plus, with global support and robust training and support resources, keeping your OCR operations sharp and efficient has never been easier.​ 

Medical Device Solutions Guide | English

​​Download the Medical Solutions Guide​ 

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