
JSW Defence Begins Construction of Advanced UAS Manufacturing Hub in Hyderabad!
JSW Defence Pvt. Ltd., part of the US$23 billion JSW Group, has officially commenced work on…

MachineMetrics has introduced Max AI, an advanced intelligence layer within its MES platform designed to transform how discrete manufacturers identify bottlenecks, optimize workflows and execute daily production tasks. By unifying real-time machine data, ERP inputs and institutional knowledge, Max AI delivers a digital workforce capable of analyzing complex situations, automating routine processes and guiding operators, planners and supervisors with actionable insights.
Built to address the growing need for decision-ready intelligence on the factory floor, Max AI continuously monitors production performance and applies contextual understanding to generate clear, immediate recommendations. Its continuous improvement agent automatically uncovers setup trends, highlights inefficiencies and provides real-time shift reports—giving teams instant visibility into what is happening and what actions are needed.
A standout capability of Max AI is its ability to answer complex production questions in seconds, supported by dynamic visualizations and automated reports. Instead of manually digging through dashboards, operators and managers can rely on Max to interpret data, surface root causes and present findings in an easily digestible format. This enables faster problem-solving, more consistent decision-making and significantly reduced downtime.
Max AI includes several role-specific assistants tailored to frontline and supervisory needs. For operators, the system provides guidance during setup, helps prioritize tasks and supports disruption resolution when unexpected issues arise. Planner and supervisor agents track the differences between plan and reality, adjusting workflows on the fly to keep operations on schedule. The Max Reporter automates shift handovers by generating data-backed summaries that capture key events, performance metrics and issues requiring follow-up. Additionally, an onboarding agent simplifies the adoption process by helping new users connect machines, integrate ERP systems and begin leveraging the platform quickly.
According to Rutherford Wilson, Chief Product Officer at MachineMetrics, the manufacturing sector has reached a critical turning point. While data collection is widespread, manufacturers increasingly need tools that go beyond visibility to ensure execution. Max AI represents this shift, offering a platform that not only detects problems but actively helps solve them. By guiding action, enforcing standards and automating routine tasks, Max AI supports teams in achieving their daily production targets with greater confidence and efficiency.
As manufacturers face rising production complexity, labor shortages and continuous demands for productivity gains, Max AI provides an intelligent companion capable of lifting operational burdens and driving measurable improvements. Its agentic capabilities signal the next evolution of smart manufacturing—where AI does not just observe but actively participates in running the factory.
Stay up to date with the latest industry news and events.

Be first to see all the updates from MTDCNC
Our newsletters frequency varies dependant on content
All the latest deals from the industry feature on our newsletters