AUTOMATION LAB · Concept architecture
Enterprise RAG Knowledge Assistant
A permission-aware knowledge architecture with source-linked answers and explicit uncertainty.
Concept architecture — the diagrams are illustrative. A live integration, demo video, repository, client engagement, and measured outcomes have not been supplied for this concept.
THE PROBLEM
Where the work gets stuck.
Employees search multiple repositories and cannot easily tell whether a policy answer is current, complete, or appropriate to their permissions.
THE PROPOSED SOLUTION
A connected way forward.
Approved sources are indexed with provenance and access metadata. Retrieval filters content for the current user; the assistant drafts source-linked answers and declines unsupported questions. Content owners resolve stale or conflicting knowledge.
ILLUSTRATIVE DESIGN
Solution architecture.
- 01Approved repositories
- 02Permission-aware indexing
- 03User identity
- 04Authorized retrieval
- 05Grounded answer generation
- 06Sources and feedback
Human oversight, access controls, and operational monitoring span every stage.
HOW IT COULD WORK
Workflow steps.
- 01Identify content owners and approved sources
- 02Index content with access and version metadata
- 03Authorize the user's request
- 04Retrieve relevant permitted context
- 05Generate an answer with verifiable references
- 06Capture feedback and refresh changed sources
Human oversight, access controls, and operational monitoring span every stage.
RESILIENCE
Plan for exceptions.
- Abstain when retrieval has no adequate evidence
- Flag conflicting or outdated sources
- Revoke or refresh indexed access when source permissions change
SECURITY
Keep the boundaries clear.
- Apply permission filters before retrieval
- Isolate confidential repositories
- Treat retrieved documents as untrusted input
- Minimize logged questions and retrieved excerpts
YOUR NEXT STEP
Have a similar process in mind?
Share your workflow, systems, and constraints. We can discuss a scoped solution with clear acceptance criteria.