Manufacturers are combining smart sensors, AI-powered analytics, and digital twins to optimize energy use, reduce waste and extend equipment life while delivering measurable ROI in under two years.

Connected systems combining CMMS, SCADA, ERP and monitoring tools can be used to support trustworthy AI predictions and ROI-focused investments. Agentic AI is evolving beyond chatbots into ...