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WinklixIT Solution Simplified
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Winklix built an AI-driven preventive maintenance solution that monitors robotic arms and predicts issues before they cause downtime.
Contact UsA leading equipment manufacturer used robotic arms across its assembly lines, where any failure stopped production.
Maintenance followed fixed schedules, so some parts were replaced too early and others failed unexpectedly:
The manufacturer wanted to move from scheduled to condition-based maintenance.
Winklix delivered a preventive maintenance solution built on Winklix's AI and IoT accelerators.
Vibration, current and temperature data are collected from each robotic arm through edge gateways.
Machine learning models learn normal behaviour and detect early signs of wear and misalignment.
Maintenance teams receive prioritised alerts with suggested actions before failures occur.
Grafana dashboards show the health of every arm across lines and plants.
The engagement delivered clear, practical results for the client:
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