A Human-in-the-Loop platform operating model in which people supplement AI judgments and decisions, while operational knowledge from the frontline is accumulated as data and AI models are moved into live operations. The focus is on continuous model improvement and implementation in business operations through human-AI collaboration, rather than AI auditing or regulatory compliance.