When answers become easier to find

In recent years, I have found myself experiencing a peculiar kind of moment more and more often. A question that once took days to work through now yields a respectable answer in minutes. Research can be gathered almost instantly. English can be translated on the spot. A proposal can begin with a generated outline, and the main points of a report on an unfamiliar industry can be within reach almost immediately.

It is hard not to be impressed the first time you really use these tools. The unease often follows close behind. If machines can do more and more of what once required experience, knowledge, even professional training, and do it increasingly quickly, what remains distinctly ours to contribute?

Discussions of AI often end with the question of which jobs it will replace. That matters, of course. But I have come to think that something deeper is happening. AI is changing more than the way work is allocated. It is changing something we once had little reason to question: how easily an answer can be obtained.

The change goes deeper than jobs

For a long time, a substantial part of a person's value came from being able to say, “I know.” I know this industry. I know where to find the information, how to write a sound report, how the process works, how this kind of problem is usually handled. Many professional barriers rested on the difficulty of acquiring and organizing knowledge. Those barriers are now falling rapidly.

This does not make expertise worthless. Anyone who has worked on a complex project knows how much distance there can be between an answer that looks complete and a judgment sound enough to bear real consequences. Every word a customer says can be recorded, but the transcript will not automatically tell you which remark will determine whether the sale happens. Industry data may be available to everyone, but a longer report does not necessarily make it clearer which developments will affect your business and which are passing noise. AI can produce many options. When time, money, and reputation must actually be committed, a person still has to live with the choice.

That is how I have come to understand the challenge. AI makes answers easier to obtain, while returning responsibility for judging those answers to us.

Knowledge becomes cheaper while recognition grows scarcer

When I say that knowledge is becoming cheaper, I do not mean that it has ceased to matter. What is falling is the cost of obtaining information, generating explanations, and accessing standard answers. Material once readily available to only a few people is now available to many. Assistance with basic tasks that once required specialized training is also becoming easier to find.

As information becomes less scarce, another difference comes into view. Given the same report, one person notices the variables that will affect the outcome; another is carried away by whatever attracts the most attention. Faced with the same industry development, one understands what it means for their own position; another comes away with little more than “the outlook is good.” Hearing the same promise, one keeps watching what the speaker chooses when honoring that promise begins to cost something; another remembers only the words they wanted to hear.

Differences like these cannot be explained simply by how much someone knows.

I use recognition to describe the process of making sense of reality. It means more than knowing additional facts or possessing some mysterious gift for seeing through things. It involves noticing which facts matter in a complicated situation, which relationships shape outcomes, what conditions a judgment depends on, and which changes are significant enough to put an old answer back in question. Our capacity for recognition is our ability to carry out this process well.

As answers become easier to obtain, this capacity becomes more important. Often the shortage is no longer an answer. It is a sound basis for deciding whether an answer deserves our trust, whether it fits our circumstances, whether it warrants a real commitment of resources, and when it should be revised. What becomes scarce may be the ability to recognize which answers deserve a place in our lives.