In Brief
Challenge
Vantage's production line generated thousands of sensor readings per hour across three facilities. Operators were manually reviewing exception reports each morning — by which time maintenance issues had already caused delays.
Solution
Arty's data analysis agent was connected to Vantage's sensor network and maintenance history. It monitors telemetry continuously, identifies deviation patterns that precede failures, and alerts the relevant maintenance engineer before an issue escalates.
Approach
Arty's data analysis agent was connected to Vantage's existing SCADA system and sensor network. Alert thresholds were configured with the maintenance team over two weeks. The agent began flagging anomalies in its first hour of live monitoring.
Outcomes
41%
Reduction in unplanned downtime
9 hrs
Saved per week in avoided production delays
41%
Reduction in unplanned downtime
Client
Clara Hoffmann
VP of operations, Vantage Components
"We went from finding out about problems the morning after to being alerted before they happen. That shift alone has changed how our operations team works fundamentally."
When the factory floor meets intelligent automation
Vantage Components runs three production facilities with over 200 active machines producing precision-engineered parts for the automotive and aerospace sectors. Even a single unplanned equipment failure can halt an entire line and trigger costly delivery penalties.
The operations team had historical data going back five years but no practical way to act on it in real time. Patterns that predicted failures were visible in hindsight but invisible in the moment.
In the first quarter after deployment, unplanned downtime across all three facilities dropped by 41%. The maintenance team shifted from reactive to scheduled work, and average response time to equipment alerts fell from 4.2 hours to under 30 minutes.
Vantage is now deploying a second agent to monitor supplier lead times and flag procurement risks before they affect the production schedule.
