AI governance encompasses the rules, standards, roles, and oversight mechanisms an organization puts in place to manage AI systems responsibly. It addresses concerns including data privacy, bias and fairness, transparency, accountability, accuracy, and compliance with regulations such as the EU AI Act. For marketing teams integrating AI into workflows, governance means establishing guidelines for AI-generated content review, data handling in AI tools, disclosure practices, and maintaining human oversight of high-stakes decisions.