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In today’s complex industrial landscape, manufacturers are under immense pressure to reduce energy costs, meet stringent environmental regulations, improve production performance, and optimi
ze operations at scale. Despite increased investments in digital transformation initiatives to achieve these goals, manufacturers face significant challenges in scaling solutions from pilots to production across different use cases, production lines, and factories. The lack of seamless integration between industrial equipment, edge devices, and cloud platforms, coupled with the complexity of leveraging advanced analytics as well as machine learning (ML) and artificial intelligence (AI) technologies, hinders customers’ ability to derive actionable insights and drive operational excellence at scale.