EXECUTIVE GOVERNANCE
AI governance for owner-led businesses.
A useful AI governance framework tells people which decisions they may make, what evidence is required, where a human remains accountable and when to escalate or stop.
THE SHORT ANSWER
Governance should help the business make better decisions at the right speed. It is not a policy binder; it is a visible set of decision rights, risk boundaries, review gates and records that match the consequence of the use case.
What should be governed first?
Start with uses that affect customers, employees, money, regulated decisions, confidential information or material operational outcomes. Low-consequence experimentation can use lighter controls than automated decisions with real impact.
What must remain human-controlled?
A named person should remain accountable wherever judgment, fairness, legal duty, safety, material financial effect or irreversible action is involved. “Human in the loop” must mean a real review with authority and time, not a decorative checkbox.
How much governance is enough?
Use proportionate controls. The aim is not to remove all uncertainty; it is to know the decision, owner, evidence, boundary, escalation route and review cadence.
DECISION SUMMARY
A proportionate governance model
| Consequence | Example | Minimum executive control |
|---|---|---|
| Low | Internal drafting with human review | Usage rule and responsible user |
| Moderate | Prioritisation or recommendation support | Named owner, test set and review record |
| High | Customer, employee or financial decision | Formal approval, specialist review, audit trail and escalation |
| Unacceptable | Use outside legal, ethical or evidence boundary | Do not proceed |
QUESTIONS
Frequently asked questions
Do small businesses need AI governance?
They need governance proportionate to their decisions. A smaller business may use a concise register and clear approvals rather than a large committee structure.
Who turns governance decisions into working controls?
I help define what must be controlled, who is accountable and when approval or escalation is required. The people responsible for legal, security, data, operations and implementation then turn those decisions into the policies, permissions, checks and workflow controls used day to day.
Is governance only about risk?
No. Good governance also improves speed and value by making approval paths, evidence standards and stopping decisions clear.
NEXT DECISION
Govern the portfolio, not just the tool.
Use the Scorecard to see whether ownership, strategy, process, adoption, governance or measurement is the first gap.