AI tools are only as good as the documented context they can draw on. When a company has captured its tribal and institutional knowledge in a structured, searchable form, that knowledge becomes the material AI can use to answer questions, support decisions, and extend the team’s capacity. Companies that have done the capture work get far more from any AI investment than those whose expertise still lives only in people’s heads.