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W4Labs Industrial AI and Machine Vision solutions
Case Studies

Real Projects. Real Results.

Every system we build solves a specific, measurable industrial challenge. These are our engineering stories.

Featured Case Study

Palm Oil Processing Layer Detection

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Apparel manufacturing facility floor showing manual inspection points
Phase 1

Harsh Environments

Custom machine vision camera mount engineered for factory integration
Phase 2

Passive Vision Mounts

Real time quality control dashboard showing defect detection metrics
Phase 3

Real time SCADA Integration

The Challenge

Eight settling tanks required a technician to manually verify the oil sludge separation layer. Temperatures exceeding 120°C and heavy steam made every conventional sensor fail, creating a massive safety hazard and slowing production.

Our Solution

We designed a passive vision intelligence system. Custom mounted cameras observe each tank externally, eliminating heat exposure. A purpose built ML model processes the feed to calculate the separation layer height in real time.

The Results

Readings are transmitted directly to the existing Allen Bradley SCADA via Modbus over IP. The facility eliminated manual verification completely and achieved zero sensor exposure.

SENSOR EXPOSURE
0%
SYSTEM UPTIME
99.9%