An AI-powered tool for both individuals and controlling bodies that ensures skills align with predefined standards and societal goals set, promoting workforce compliance and reducing risks of failure. It provides real-time feedback on skill acquisition progress and flags individuals who deviate from the approved skill pathways. This may entail legal and economic consequences.