Africa will not capture an AI dividend merely by training more people to write prompts or by counting certificates. Move from classroom skills to workplace proofMany AI training programs end at the moment the most important learning should begin. Each significant deployment should have a named business owner, a technical owner and a frontline owner. The same AI tool may perform differently across languages, regulatory environments, sectors and levels of digital access. The decisive question is not how many people have touched an AI tool.