AI Audit & Accountability Systems

Status Note: This governance element carries no normative force unless explicitly marked as Issued Governance Standard.

Namespace Harmonization Notice: The Unified Governance Architecture (UGA) is the canonical namespace for all architecture documents. Earlier prefixes (UGC, UGD, UGF, UGV, UGX) reflect transitional classification and do not affect numeric identity, inheritance logic, or architectural authority.

Document Code

UGA-0000260005

Summary:

Defines structural expectations for AI audit and accountability.

Category:

Protocol

Status:

Concept

Abstract Definition:

This protocol describes how AI systems must be made auditable and who carries accountability for outcomes. It requires traceability of training data models decisions and interventions. It supports regulators auditors and internal oversight bodies who must assess AI behaviour over time.

Parent:

AI Governance & Regulatory Systems

Children:

Domain Tags:

ai-governance evidencing

UGC Architecture

AI Audit & Accountability Systems