5.2 How it finds an answer

During ingest, Living Manual Pro builds a knowledge graph from your document alongside the browsable sections. When a reader asks a question, a fast model ranks the graph to find the relevant nodes, expands one hop along the graph’s edges to pick up closely related material, and a stronger model composes the answer from what that retrieval returned, with citations. The graph is used only by the AI. Readers never see it.