Designed around a real workflow
Repositories, internal systems and business applications often have different owners, permissions and access rules. A private LLM assistant should inherit those boundaries rather than bypass them, and every answer should be grounded in evidence that people can inspect, verify and trace back to its source.
- Respect existing permissions, roles and document-level access controls
- Retrieve information only from systems and repositories the user is authorised to access
- Preserve source ownership and visibility rules across connected knowledge sources
- Define the approved knowledge scope before connecting additional repositories
- Test retrieval using the same access permissions as the intended users
- Keep restricted, confidential and sensitive sources isolated according to existing governance rules
- Return citations or references alongside important claims so answers can be inspected rather than simply trusted
- Distinguish retrieved evidence from model-generated interpretation, summarisation or inference