Case studies

Machine vision case studies: real operations, measured results.

How producers and operators across Europe run deep-learning inspection on their own lines.

Floor tablet showing a live quality score
CrocodilleFood processing

Quality went up the day the line could see it.

Crocodille produces fresh sandwiches and baguettes at 3,600 pieces per hour per line. Installing the camera raised production quality itself: operators see the quality of their work in real time on the floor display, and they are evaluated on it. We showed the team how to label one product; every product since, they've added themselves.

3,600
pieces / hour / line
95%
detection precision
19
different checks per baguette
Pharma line HMI panel
WolfberryPharma & healthcare

Every jar filled with the exact capsule count.

Wolfberry fills supplement capsules into jars. Robopipe watches the filling line and verifies that every jar leaves with the exact number of capsules. Each fill is saved as an image record, and miscounted jars never reach a customer.

99.5%
counting precision
100%
jars documented
AI product tagging station
Retail & e-commerce

A full-time data-entry job, tagged away by AI.

Listing a product used to be one person's entire job: photograph it, identify it, search the web for specs, type it all into the system, then do the same for the next one. Robopipe now captures the photo, classifies the item, finds the information online and fills the listing automatically.

< 1 min
per item listed
1
full-time role automated
Defect detection on a food line
MG ServisFood processing

Every pack inspected, without the cost of manual checks.

Customers return products that aren't 100%. Manual quality checks are expensive and still miss things. Robopipe inspects every pack: seal tightness, beans properly wrapped in bacon, and no foreign objects inside the packaging.

95%
detection precision
5
different checks per pack
“The floor team finally sees their quality score live. Nobody waits for a customer complaint anymore.”
Head of Quality · Crocodille

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