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While enterprise AI has centered on digital knowledge work and coding, agentic AI is now advancing into physical operations like manufacturing plants and facility management, where real-world operational margins are far less forgiving. It is entering a field where instead of technicians manually cross-referencing disjointed ERP, CMMS, inventory, and IoT sensor platforms, autonomous agents can synthesize machine failure logs, technical manuals, and technician availability within seconds to orchestrate incident responses. Successful integration requires plant managers to start with narrow, high-friction operational pain points such as unplanned downtime or maintenance dispatching rather than attempting facility-wide automation all at once.