The problem
What needed to change
Teams need faster answers from internal content while keeping sensitive publishing and education data inside their environment.
Scope
Planned workstreams
The scope is designed; delivery is not described as complete.
- Private workspace with role-aware access
- Document search and grounded answers
- An architecture designed around the publisher's existing data perimeter
Agents and workflows
AI workflows in the plan
- Knowledge agent for internal research
- Document agent for retrieval and synthesis
Reliability
Planned trust controls
- Source-linked answers
- Role-based access at the data layer
- Named gaps when source data is incomplete
Outcomes
Expected outcome: a faster internal research workflow with a clear path to governed production use.