Manufacturing organizations can’t protect asset uptime when they can’t answer fundamental questions: Despite generating more asset data than ever before, most manufacturers operate with fragmented information that undermines the confident, fast decision-making required to maximize uptime and avoid unplanned failures. The problem isn’t data scarcity, it’s fragmentation. Engineering, production, quality, and maintenance systems operate in isolation, each maintaining its own view of machines, tooling, and automation assets. Asset hierarchies differ. Component serial numbers don’t align.










