How it works
Identity to cited response, with policy in the middle.
Every interaction is routed through role, scope, and retrieval controls so your teams stay grounded in verified sources.

Hallucination control
- Strict retrieval: only approved sources are considered.
- Citation requirement: every response must reference sources.
- Refusal when sources are missing or incomplete.
- Optional human approval workflows (future capability).
Security model
- Token-based authentication with access and refresh tokens.
- Role-based access control with scoped workspaces.
- Audit logging for every query and response.
- Least-privilege permissions across roles and data.
Deployment options
Single appliance
A dedicated on-prem node for focused teams or single departments.
Cluster
Multi-node cluster for growing organizations with multiple roles.
High availability
Redundant nodes and failover planning for critical operations.
Offline operation
Local-first stack that remains operational with limited internet.