Stage 05 · Scaling

Enterprise-grade governance across systems and jurisdictions

“We have AI across many systems, jurisdictions, or business units.”

Multiple AI systems, multiple jurisdictions, multiple business units — each with different controls and different regulators. The challenge now is harmonisation: a single programme that satisfies every regulator without becoming so generic it doesn't actually govern anything.

By region By sector

Start with these articles

Curated for people at this stage. Read in order, or pick the one that matches your specific situation.

United States 13 min read

US AI Governance for Enterprise: Navigating Federal Agencies, State Laws, and the Absence of Federal Legislation

The United States has no comprehensive federal AI law — but that doesn't mean US enterprises are ungoverned. FTC, CFPB, EEOC, and sector reg…

AIRA Framework 10 min read

AI Governance Implementation: A Practical 90-Day Roadmap for Enterprise Organisations

Most AI governance programmes fail because they start too large and lose momentum. This 90-day implementation roadmap — built from enterpris…

AI at Work 10 min read

AI and Your Rights at Work: A Global Guide for Employees

If your employer uses AI to monitor you, assess your performance, or make decisions about your employment, you have rights. This plain-Engli…

United States 10 min read

The US AI Executive Order and What It Means for Enterprise AI Governance in 2026

President Biden's 2023 Executive Order on AI established federal requirements that have reshaped enterprise AI governance expectations in th…

Australia 14 min read

AI Governance in Australian Financial Services: The Complete Regulatory Guide

Australian banks, insurers, superannuation funds and credit providers face overlapping AI obligations from APRA, ASIC, the OAIC and the ACCC…

Governance 12 min read

AI Controls Framework: The Practical Guide for Enterprise Risk and Compliance Teams

An AI controls framework defines the specific controls — preventive, detective, and corrective — that govern AI risk across an organisation.…

Previous stage

Stage 04

Operating — Day-to-day governance: monitoring, reviews, board reporting

Next stage

Stage 06

Responding — Something happened. What now?