What is enterprise AI governance workflow?
Enterprise AI governance workflow is the structured, enforced sequence of governance steps that every AI system must follow: registration in the system of record, business and technical intake, compliance screening, risk classification, actor-role assessment, obligation mapping, evidence completion, supervisor review and approval, and ongoing monitoring with re-screening when conditions change.
It is not a suggested process — it is enforced infrastructure that ensures no AI system can be deployed, continued, or modified without passing through each governed step.
Key points
- The workflow is sequential and enforced. Screening cannot happen without registration. Approval cannot happen without screening. Each step has prerequisites.
- The workflow assigns responsibility at each step: business operators provide context, AI system owners complete technical details, supervisors approve, auditors review.
- The workflow handles exceptions: conditional approvals, overrides, escalations, and completion requests are governed events within the workflow, not deviations from it.
- At enterprise scale, the workflow must support dozens or hundreds of AI systems across multiple departments, with consistent governance regardless of the business unit.
- The workflow produces the governance chain of custody: the complete, attributed, reconstructable decision path for every AI system.
Why it matters
Enterprises cannot rely on informal governance for AI compliance. With multiple departments deploying AI systems independently, governance must be structural — enforced by the platform, not dependent on individual compliance awareness. An enterprise governance workflow ensures that every AI system, in every business unit, follows the same governed path with the same accountability standards.
How EAB approaches this
EAB's Governance Flow implements the full enterprise workflow. The Registry captures intake. Technical Completion structures system details. AI Screening evaluates compliance scope. The Obligation Matrix maps requirements. Supervisor Approval closes the governance loop. The role structure distributes responsibility across the organisation.