Separate responsibilities
User tools focus on intelligence, exploration and operational workflows. Admin tools focus on governance, access and approvals.
Governance by design
Intelligence with
accountability.
Operational teams explore and prepare actions. Administrators oversee access and approve consequential decisions. AI assists—people stay in control.
Human approval
Purchase order approval and substitute qualification remain administrative decisions, protected by database access rules.
Grounded agents
Feature-specific tools and permission-aware knowledge retrieval ground responses; missing evidence should be disclosed.
Recorded actions
Timestamped activity records support review of operational decisions, role changes and approval events.