Map the people in the blast radius
Identify directly and indirectly affected stakeholders before approving an AI workflow.
A launch plan that names only internal users is probably under-mapping the ethics problem. Why it works The ethical move is to treat the AI system as a sociotechnical workflow, not as a magic tool. The model, the data, the interface, the people using it, and the people affected by it all shape the risk. A professional review therefore asks where judgment enters the workflow, where harm could occur, and what evidence would prove the system is behaving as intended. What to look for Look for a named owner, a documented purpose, a known affected group, a measurement plan, and…
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