Inkjet Print Verification on Bottle

csdetb-icono

Customer

A big Cosmetics Manufacturing and Packaging company dealing in multi-variety productions

Project Details

  • Duration: 3 Months+

Technologies:

  • OCR
  • Machine Learning
  • PyTorch
  • NLP
  • Python
  • PyQt
  • PostgreSQL
problem-img

Problem

In one of the processes, a unique number is printed under the bottle using an inkjet printer.

  • Each print is manually verified at the end of the line.
  • The print is sometimes printed incorrectly (Half Printed, Not Printed)
solution-img

Solution

Deployed a Computer Vision based system with Industrial cameras fitted in a way that captures the bottom view.

  • The Camera captures the photo on the trigger of the sensor. The photo is sent to the processor.
  • The system performs OCR and provides results.
  • The System also cross-verifies the correct sequence by comparing the OCR result with the serial number received from the printer.

100%

Accuracy in false print detection

<1 Sec

time between OCR & real-time alerts

Insights on innovation

Stay updated with the trending and most impactful tech insights. Check out the expert analyses, real-world applications, and forward-thinking ideas that shape the future of AI Computer Vision and innovation.

June 22, 2026 - 4 minutes to read

The Yard at 2 a.m.: Loss Prevention When No One Is Watching

The morning shift supervisor, Imran, notices it before his first chai. A container in row C is sitting a few feet off its mark. Not knocked, not damaged. Just slightly wrong, the kind of wrong you only catch if you happened to see it the evening before. He checks the gate logs. Nothing after 22:00. […]

Read More

Ruchir Kakkad

CEO & Co-founder

June 19, 2026 - 4 minutes to read

The Clock You Cannot See: How to Stop Demurrage Before Midnight

It is 11:40 on a Thursday night. The yard is dark, the gate is shut, and Suresh, the duty manager, has gone home. On a screen in an empty control room, three container records tick past midnight. At 12:00, their free time ends. The clock starts. A few rupees an hour, then a few more, […]

Read More

Ruchir Kakkad

CEO & Co-founder

June 18, 2026 - 4 minutes to read

Why Your Yard Is Never as Full as the System Says

The vessel is twelve hours out and Anjali, the yard manager, is staring at a screen that says the yard is 92 percent full. She has a stack of boxes inbound and nowhere obvious to put them. So she does what experienced managers do under pressure: she books overflow space at the depot down the […]

Read More

Ruchir Kakkad

CEO & Co-founder

Whatsapp Img