Different vendors
Robots, machines, sensors, and controllers often come from different vendors with different software stacks.
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Robots, machines, sensors, and controllers often come from different vendors with different software stacks.
ROS 2, OPC UA, Modbus, MQTT, custom TCP, vendor SDKs, and legacy systems all coexist.
Managers, operators, and developers jump between tools to understand what is happening.
IT, OT, automation, software, maintenance, and operations teams all see different slices of the system.

