Who This Is For

Concrete use cases for a knowledge graph.

YouTubers

Video scripts, research, notes — it's all already there. Usually sitting in folders, never published.

A graph turns that into a product. Subscribers pay for access to what stayed off-camera: sources, extended explanations, connections between topics.

The video is the storefront. The graph is the depth.

Course Creators

A course is one route through a body of knowledge. But there's always more knowledge than fits in a single course.

A graph lets you build multiple courses on top of a shared core. The foundational concepts are the same; the courses differ in path and depth.

Update a note in the core — every course that links to it is updated automatically.

Expert Consultants

The same questions come up again and again. The same explanations, dozens of times.

Graph + AI handles the routine. A client asks a question; AI answers based on your notes. You step in only for the complex cases.

Scale without burnout.

Communities

A private wiki for members. Newcomers explore the fundamentals without pulling veterans away from their work. Knowledge accumulates instead of getting lost in chat threads.

Every member can add notes. The graph grows through the community's collective effort.

Companies

A corporate knowledge base with granular access control. A team sees its own documents and the shared ones. Leadership sees everything.

A new hire gets access to the right sections. Onboarding accelerates: no need to pull colleagues aside — the answers are in the graph.