Legacy Workflow Complexity
Manufacturing processes evolve over decades and cannot be blindly replaced by AI automation.
System Fragmentation
ERP, robotics, inventory systems, and control software operate in disconnected layers.
Security & Compliance Exposure
Industrial environments require IL4–IL6 readiness, air-gapped architectures, and strict security controls.
Tool Proliferation Risk
Security and AI tool sprawl increases cost while weakening operational control.