Rockwell Automation’s July 2026 survey of 1,560 manufacturing decision-makers across 17 countries found that 93% of manufacturers already run MES software. Only 28% have it enterprise-wide, just 23% fully integrated across ERP, PLM, quality, and OT. This is a vendor survey, not independent research – but its own numbers back the reading. 44% rank integration […]

Manufacturers have spent decades automating physical production. Robots assemble components, sensors monitor equipment, and control systems coordinate increasingly complex operations. Yet many of the processes surrounding production still depend on manual data entry and communication. Information generated on the factory floor may need to reach maintenance, procurement, finance, logistics, or customer service. These handoffs are […]

Organizations rarely struggle because they lack process optimization tools. The more common problem is choosing tools before defining what needs to improve. A team might purchase workflow software when the real issue is an unclear process. It might automate a task that should first be eliminated or apply Lean techniques to a problem caused by […]

Technology is moving fast, and it is no longer just about massive factory robots or self-driving cars. The everyday digital tools we use behind the scenes are quietly changing how vehicles get repaired, moved, and managed. Whether you run a garage, ship a vehicle across the country, or handle regular business paperwork, simple software and […]

A context platform is a governed layer that holds the metadata, business knowledge, operating procedures, and documentation an AI agent needs. It delivers that context through access controls, policies, and audit trails. For industrial teams, that layer can be the difference between a demo that looks useful and an agent that can be trusted near […]