Use Cases
Practical paths for private knowledge retrieval
These use cases describe where the verified VectorHub surfaces fit today. They are not claims of hosted production capability unless marked available in the documentation.
AI Research Workspace
planned Research teams
Scientific knowledge is scattered across documents and notes.
Indexed collections with semantic retrieval.
Enterprise Knowledge Base
planned Product & Ops teams
Operational docs are hard to surface in apps.
Controlled retrieval and collection management.
Local AI Infrastructure
planned DevOps & ML Engineers
Need private, local knowledge infra for models.
Deployable on-premise collections and APIs.