An AI feature can be impressive and still create very little value. The more useful question is where intelligence belongs inside the workflow.
Operational AI starts with the process: what enters the system, who makes a decision, what information is required, what can be automated, where human approval is necessary and what action must happen next. Only then should a model, agent or automation layer be selected.
That is why Nivarix treats AI as a capability within product engineering and operational systems, not as a disconnected category built around hype.
