AI Governance Fundamentals

Four terms, one common mix-up. AI ethics sets the values, responsible AI and AI safety do the work well, and AI governance is the operating system that runs and proves all three. A plain-English guide with a side-by-side comparison table, real EU AI Act penalties, and a worked enterprise example.

A scannable reference of 67 AI governance terms, grouped by theme: core concepts, regulations and standards, risk and assurance, technical and model terms, roles and operating model, and the fast-moving agentic, GenAI, and shadow AI vocabulary. Each definition is short, current for 2026, and cross-linked.

The foundational guide to AI governance: what it is, the five core principles, the framework components, the global standards now enforcing it (EU AI Act, NIST AI RMF, ISO 42001), the 2026 adoption data, and a 12-month roadmap for building a program that scales.