A year before the sale there is still time to change something about what a buyer sees, but not enough time to change everything. That is precisely what makes this moment special. The figures of recent years are fixed, the figures of this year can still be influenced, and a buyer will place both side by side. What AI has taken over from your work in that period therefore does not sit in a footnote. It sits in the current year, the year the buyer gives the most weight.
The question surfaces at this moment because the answer used to make no difference. A saving on personnel costs was a saving, full stop. Now the question is not only how much cheaper the work has become, but whether that advantage continues to exist without you, without a specific employee, and without a supplier who might change its terms tomorrow. A buyer does not buy the number of people currently on the payroll. A buyer buys what keeps running if he himself does nothing.
AI is taking over work, but not everywhere to the same degree and not everywhere with the same certainty. Three categories run through every process. Some tasks AI can take over completely. Some tasks are done with a human who approves or rejects, for reason. And some tasks remain human work, because judgment, relationship, or responsibility cannot be automated.
The difference between companies does not lie in the technology itself, which is comparably accessible for most industries. It lies in how the work was organized before AI came along. A process that had already been laid down in steps, with clear handover points, lends itself more easily to partial takeover than a process that existed only in one person's head. That explains why two companies in the same sector, with comparable revenue, present a very different picture as soon as someone asks what still keeps running without the current staffing.
Every driver a buyer weighs changes in weight when AI takes over work, but not all in the same direction or to the same degree.
Owner dependency changes most sharply. If tasks that used to lie with you are now done with AI and oversight by someone else, that dependency demonstrably decreases. If AI mainly makes your own work faster, the dependency stays the same or even increases, because you are the only one still judging the outcome.
Earnings quality changes more subtly. A saving that arises because one AI supplier offers a favorable contract counts differently than a saving that is anchored in the process itself and remains intact when switching to another supplier. A buyer does not only ask how much has been saved, but how that saving was built up and whether it depends on a single party.
The remaining drivers, from customer concentration to the quality of documented processes, shift along with this, mostly because documented work lends itself better to transfer to AI with oversight than work that is nowhere described.
A year before the sale you can establish which tasks are already demonstrably being done by AI today, with what oversight, and whether that oversight lies with you or with someone else. That is a fact about the current year, supportable with evidence: logs, turnaround times, error rates where these are tracked.
What you cannot establish is how a buyer will weigh that fact. That depends on the sector, on the type of buyer, and on how comparable companies have organized themselves in the same period. Nor can you guarantee that a task that has now been partially taken over will still be so in a year's time; suppliers change terms, regulations change, and the technology itself does not stand still.
If the shift of work has consequences for staffing levels, its own statutory requirements apply; that is a separate process with its own rules, apart from the question of what a buyer sees in the figures.
The underlying question, which work in this company can genuinely be taken over by AI, is answered per task by the work scan from FTE TO AI, with evidence instead of estimation.
A year before the sale is not the only moment at which this question plays a role, but it is the moment with the most room to still lay something down. Other situations call for a different kind of answer: what changes if a buyer is already at the table, how this works if sale is not yet a concrete plan, or what lies differently in a transfer within the family. Anyone wanting to look beyond just this one year will find an overview of what makes a company sale-ready and of how owner dependency can concretely be reduced.
You can now establish which of the eight drivers weighs most heavily on your price at this moment, before the year in which something could still be changed passes. The free value check consists of eight short questions, one per driver, and gives a picture of which driver weighs heaviest today. The full value scan, with maturity scores, evidence per driver, and a two-year calendar toward the exit moment, is under construction.