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What should a chair ask the CEO about AI?

The private conversation before the board meeting decides what arrives in the pack three months later.

Last reviewed: 22 September 2026 · Next review due: 22 September 2027

Five questions a chief executive cannot answer without finding something out, three a chair should ask themselves instead, and why published lists of ten board questions produce ten answers and no change. Argued by Rahim Hirji from what has worked in the room, not a standard anybody requires.

Question this page answersAll 887 questions this research covers

A chair has one instrument the rest of the board does not: the private conversation with the chief executive before anything reaches the room. What gets asked there determines what arrives in the board pack three months later. These are the questions that change what management does, rather than the ones that produce a better slide.

The answer, in one line

Which assurance in the last board pack would you not want tested? It asks the chief executive to point at the weakest claim the organisation has made.

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Why the published lists do not work#

There is no shortage of question lists. The Institute of Directors publishes one, the consultancies publish theirs, and most of them are good questions. The trouble is the format. A list of ten questions read out in a board meeting produces ten answers, a minute noting that AI was discussed, and no change in the organisation, because each question can be answered in the abstract and none of them costs anything to answer well.

The questions below are chosen on a different test: a chief executive cannot answer them without finding something out. Some of them will not be answerable at the first attempt, and the gap is the point of asking.

Five questions that require work to answer#

Which decisions do our machines already make without a person deciding? Not which systems exist, which decisions they determine: a credit limit, a refund, a shortlist, a price, a public reply. The first answer is usually a list of systems rather than a list of decisions, and the second attempt is where it gets interesting. A chief executive who comes back with a shorter list than the organisation actually has is not being evasive; nobody has ever compiled one.

Who would stop each of them, and when did they last do it? Ask for a name rather than a function, and ask for a date. The gap between a stop that exists in a document and one that has been rehearsed is the whole of the control. How to design a stop button people will use sets out why willingness, rather than mechanism, is the part that fails.

What could we no longer do by hand, and did we choose that? Every organisation is spending capability it has not counted. The question is not whether that is happening but whether it was decided. Capability debt.

How would I hear if one of them went wrong, and how long would it take? A chair should know the route and the elapsed time before there is anything to route. If the answer involves the phrase “it would depend”, there is no route. What counts as a serious AI incident.

Which assurance in the last board pack would you not want tested? This is the question that works. It is uncomfortable by design. It asks a chief executive to point at the weakest claim their own organisation has made, which is a thing a chair can only ask privately and a thing most chief executives can answer immediately.

Three questions to ask yourself rather than the chief executive#

Whether this board could tell a good answer from a fluent one. A board with no way of judging the reply is not exercising oversight, it is receiving comfort. What AI literacy means for leaders.

Whether AI arrives in this board's papers as a technology item or as a decision item. The agenda position tells you which conversation the board is having, and technology items get delegated to the person who understands them.

Whether the instinct to appoint a director with AI expertise is oversight or outsourcing. It is the most common reflex and frequently makes the rest of the board less engaged rather than more. Should we appoint a director with AI expertise.

What a chair does with the answers#

Three of the five questions produce a list, and a list is a thing a board can hold management to over quarters rather than discuss once. The practical move is to ask for the lists privately, let the chief executive produce them without an audience, and then put them in the pack as standing items so the board watches them move. What belongs in that pack is set out at what management should report to the board about AI.

The failure mode is a single excellent discussion followed by nothing, which is what most boards have already had.

What this does not show#

These are questions argued from what has worked in rooms and from what the oversight evidence suggests goes wrong. No regulator requires any of them, no research has compared boards that ask them against boards that do not, and a chair who asked a different five would not be wrong. The UK Corporate Governance Code does not mention AI and the FRC has published no AI guidance for boards, so nobody is in a position to tell a chair that a particular question is mandatory.

Essay · SS-2026-291

Cite this page

Hirji, R. (2026). What should a chair ask the CEO about AI?. The SuperSkills evidence base, SS-2026-291. https://thesuperskills.com/research/what-should-a-chair-ask-the-ceo-about-ai. Last reviewed 22 September 2026.

An evidence review by Rahim Hirji, not peer-reviewed research. For a material claim, cite the underlying study as well; every study here carries its own permanent link.

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Questions answered on this page

What is the single best question a chair can ask about AI?

Which assurance in the last board pack would you not want tested? It asks the chief executive to point at the weakest claim the organisation has made. It works because it can only be asked privately, and most chief executives can answer it immediately.

Why do lists of ten AI questions for boards not work?

Because each question can be answered in the abstract, so ten questions produce ten answers, a minute noting AI was discussed, and no change. The test for a useful question is whether the chief executive has to find something out in order to answer it.

Should a chair ask these in the board meeting or privately?

Privately first. Three of the five produce a list, and a chief executive can compile a list without an audience. The lists then go into the board pack as standing items so the board watches them move over quarters rather than discussing them once.

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Judgement, oversight and accountability

Who decides, who checks, and who is answerable when the machine was involved.

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What does the evidence actually show?What should our board be asking about this?Where does Rahim disagree with the consensus?
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The questions are the easy half. Asking them in a way that gets an answer rather than a reassurance, and knowing what a good answer sounds like when it arrives, is the harder half. That is usually why a chair wants somebody in the room who does not work for the chief executive. If your executive already volunteers the bad news before you ask, you do not need this. Board advisory.

This argument is one a board usually meets for the first time in the room. There is the boards and leadership version, and the full range of topics and audiences.

These questions are one of a set. Arranged for a board, with what each one is trying to establish: board oversight of AI. If the board would rather have the argument in the room than on a page, there is a board away day, and AI fluency for boards and leaders for the directors who want to be able to read the paper themselves.

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