A strategy rests on a stack of assumptions that no one states out loud anymore. About what people do, what that costs, and how often you have to do it again. AI that takes over work touches exactly that layer. Not with an announcement, but gradually: a team that needed three days for an analysis last year now does it in a few hours with oversight in place. The assumption about turnaround time has then already lapsed, even if no one has withdrawn it. For a CEO, that is the problem: the strategy on paper still holds, but the reasoning behind it is shifting.
The question is not "where can we deploy AI". That question fits a project, with an owner and a deadline. The question that fits this role is broader: which assumptions underlying our strategy have changed over the past period, and do we know that, or are we simply assuming it? That is a question about the organization as a whole, not about one department. A CEO wants to know whether the picture shared by the executive team still matches what is happening outside and what is actually changing inside.
An answer that does not suffice is a list of AI applications with no consequence for the assumptions they rest on. Ten examples of tasks that AI takes over, without anyone saying: and therefore assumption X no longer holds, is not an answer to a CEO's question. It is an inventory, not a pressure test. What he needs is not a technology update but a statement on whether the plan still stands. If no one can make that statement, that is itself already the finding.
In some companies, this is already routine work: for each task it is recorded whether AI takes it over, partly takes it over with human oversight that approves or rejects with reason, or whether it remains human work. There, that classification is reviewed periodically, because the possibilities shift. In other companies, that classification does not exist and everything still runs on last year's assumption. The difference is not in the sector or the size, but in whether someone at the top has asked the question and set up a fixed moment to review the answer. Without that moment, an assumption remains valid for lack of contradiction, not because it has been checked.
The risk for this role is not that AI is introduced too quickly, but that the strategy quietly comes loose from the reality it was built on. A plan that assumes a competitive position, a cost structure, or a turnaround time that no longer holds gives false certainty. That only becomes visible the moment a result fails to materialize, and by then the question "did we know this" is uncomfortable to answer. What a CEO stands to gain is not speed for its own sake, but an organization that knows which assumptions are still valid and which need attention, before a figure shows it.
A CFO looks at what AI means for cost and risk, an operations director at what it means for processes running today, a commercial director at what it means for how customers are served, and an HR director at what it means for the organization of work. A CEO must bring those four pictures together, and that is where the clash arises: each role sees its own part sharply and has little view of the rest. What this tension looks like from each position is described for the questions a cfo asks about cost and risk with AI, for what an operations director sees changing in running processes and for the personnel questions that carry their own legal requirements when AI takes over work. A CEO who knows only his own version steers on an incomplete picture, even if that picture sounds convincing internally.
The mistake that most easily creeps in is taking one's own organization as the starting point and seeking the outside world for confirmation. The reverse works better: first look at what is actually changing in the sector, in regulation, and among competitors, and place that picture next to the executive team's self-image. What that means in practice is set out on the page about outside-in thinking as a counterweight to an inward-looking executive picture. Where the two pictures diverge often lies exactly the assumption that is due for replacement.
A strategic choice made two years ago had a reason. That reason is rarely recorded anywhere, so no one can verify whether it still holds now that AI is taking over part of the underlying work. How an executive team does record it, so a choice can later be tested rather than recalled from memory, is on the page about how you record why a strategic choice was made at the time. Without that record, the only way to test an assumption remains: wait until it visibly breaks.
All these questions come together in one question that none of the executive team members can answer alone: which work in this company can genuinely be taken over by AI, which part requires oversight, and which part remains human work. That question is answered per task with the work scan from FTE TO AI.
A first step is not to start a project, but to name the assumptions on which the current strategy rests. A free assumption check is a short round in which you name your key assumptions and see, per assumption, when it was last confirmed. The full strategic pressure test, with the outside view placed next to the executive team's self-plot, is under construction.
Stel uw vraag. Vaak zit de echte vraag een laag dieper — daar mag ik naar vragen.
Answers come from this site’s knowledge base. Not tailored advice, and not a scan of your company.