Governance belongs in the stack.

Public AI and digital systems need policy, data, security, accountability and operations to function as one architecture.

Roles, authority, legal mapping, risk tolerance and accountability designed before scale

Know what is deployed, who owns it, what data it uses and how it changes

Testing, validation, documentation, monitoring and incident response tied to risk

Collection, access, custody, retention, security and cross-system use governed across the lifecycle

Procurement, human accountability, security and service design for high-stakes public use

Identity, data exchange and common technical standards that let public systems work together

Related platform

Assurance Infrastructure

Independent assurance architecture for systems that need observable, repeatable control.