Enterprise AI governance
See how AI is used without turning governance into surveillance
When different teams use models, agents and automations, the organisation needs to know which systems are in scope, why they are used, which rules apply and who is accountable.
Current DUBSAR status
The product direction, stated plainly
The Cockpit and Gateway are being proven in stages. DUBSAR is not yet a public, continuous-control service and it cannot govern traffic that has not been connected.
Enterprise AI governance
Visibility comes before control
A sales assistant, an n8n workflow, a developer script and an HR writing tool can each look reasonable in isolation. Together they can create an estate that nobody can explain consistently.
A control plane should make declared and connected use legible: tool, route, purpose, owner, data class and the decision applied. It should not claim to watch every employee or every device.
- Connected systems and workflows
- Approved providers and models by purpose
- Cases requiring human review
- Unconnected areas recorded as coverage gaps
Enterprise AI governance
A common view without replacing business systems
DUBSAR is not intended to replace the CRM, the IT estate, HR procedures or automation platforms. It provides a shared layer for policies, holds, denials and evidence across selected AI flows.
The Cockpit is the reading surface for responsible people: current scope, alerts, decisions, evidence and explicit limits rather than scattered screenshots and technical logs.
Enterprise AI governance
A technical boundary is part of an honest product
A control claim is valid only when traffic actually traverses the component enforcing the rule. DUBSAR cannot magically discover or block every AI application in an organisation.
Connected Gateway routes and explicitly integrated sources form the governed perimeter. Everything else remains a declared gap to address through policy or later integration.
Frequently asked questions
What to know before going further.
Does DUBSAR see every AI system used by the company?
No. It can describe and govern declared, discoverable or technically connected systems. Unconnected use remains an explicit limitation.
Does a control plane replace business teams?
No. It provides a cross-functional policy and evidence layer while teams keep their tools and remain accountable for their work.
Read next
Continue with another DUBSAR guide.
The portal remains in private testing. These guides explain what DUBSAR is proving — and what it does not yet claim.