AI in Smart Manufacturing: Rockwell Automation's Predictive Maintenance Success
When Rockwell Automation's Milwaukee assembly facility faced mounting pressure from unplanned equipment failures that were costing the company approximately $3.2 million annually in lost production and emergency repairs, leadership knew incremental improvements wouldn't suffice. The facility, which manufactures critical components for industrial control systems, operates under strict quality requirements and tight delivery schedules. Even minor disruptions cascade through the production schedule, delaying shipments and frustrating customers. Traditional time-based maintenance programs weren't preventing failures, and reactive approaches resulted in extended downtimes that threatened the facility's competitive position. What followed was a comprehensive transformation that demonstrates both the potential and the practical challenges of implementing artificial intelligence in real-world manufacturing environments. This case study examines how Rockwell deployed AI in Smart...