The final day focuses on critical thinking, ethics, and implementation planning. Participants explore real-world scenarios illustrating bias, decision-making pitfalls, unintended consequences, and data misuse. They learn frameworks for evaluating AI alignment with organizational goals, transparency expectations, and responsible use standards.

In the afternoon, each participant develops a personalized AI Readiness Plan, identifying a concrete use case, next steps for exploration, training requirements, and risk-monitoring considerations. The microcredential concludes with participant presentations, peer feedback, and final reflections.