AI is evolving from novel use cases for technology experimentation to becoming part of the strategic core of organisational management, governance and administration. Algorithms already play a role in staff recruitment and performance management, resource allocation and institutional decision-making, student admissions and customer interactions, student conduct management and public service provision, environmental and financial risk assessment, and reporting on sustainability and environmental, social and governance impacts. This article argues that, when algorithms enter the boardroom agenda, AI ceases to be something IT manages on its own. AI becomes everyone’s responsibility and should be treated as a transformation issue spanning management, governance, ethics and sustainability. The article draws on literature on organisational AI governance frameworks, responsible AI, algorithm review boards, AI in human resource management, African AI ethics, ubuntu and continental AI policy agendas to discuss how organisations in Africa should govern AI-enabled change. The article argues that African managers need to shift the conversation from mere technology adoption to conscious AI stewardship, which is anchored in board-level accountability, ethical governance principles, a commitment to human dignity and the inclusive development of people’s capabilities, responsible data stewardship, the building of institutional trust, and the integration of sustainability. The article proposes an African framework for management-oriented ethical AI governance consisting of six interconnected pillars: strategic accountability, ethical and relational governance, responsible data stewardship, inclusive people and capability development, sustainability integration, and continuous institutional learning.