Transparency

The quality of AI systems and their governance processes being open, understandable, and explainable to relevant stakeholders. Encompasses technical transparency (how the system works), process transparency (how decisions are made), and outcome transparency (what results are produced). A core principle in virtually all AI governance frameworks.