FREE AI GOVERNANCE GUIDE

What does good AI governance actually look like?

Use this one-page leadership guide to move the conversation from policies and tools to outcomes, accountability, people, information, safeguards and measurable value.

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A PRACTICAL PUBLIC GUIDE

What good AI governance looks like

Good governance helps useful AI move through clearer decisions. It does not begin with buying technology.
01

Purpose

Start with a defined outcome—not a tool.

02

Ownership

Name who approves, owns the result and responds when it fails.

03

People

Give users the skills, time and authority to challenge output.

04

Information

Set clear data, access and supplier boundaries.

05

Safeguards

Match testing and oversight to the possible consequence.

06

Evidence of value

Agree the baseline and stop-or-scale measures before expansion.

The leadership test

Can you explain what the AI is for, who is accountable, what information it uses, how people remain in control and what evidence would justify continuing?

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APPLY IT TO YOUR SECTOR

The principles stay consistent. The consequences change.

Choose your sector for a tailored one-page governance strategy covering a relevant opportunity, material considerations and leadership questions.

FROM GENERAL PRINCIPLES TO YOUR EVIDENCE

See how ARI turns governance into an owned improvement plan.

Explore the sample Executive ReportCommission ARI