Manufacturers are investing heavily in AI, digital thread initiatives, automation and enterprise modernization to improve productivity and decision-making. Much of the conversation focuses on AI models, infrastructure and integration. But many organizations are overlooking a fundamental prerequisite for these efforts: confidence in the underlying product data and business rules that drive operational decisions. The challenge is not simply connecting systems but ensuring that the product…