How to Use AI to Build Judgment, Taste, and Other Key Skills

The Five Skills Experienced Workers Already Have

People who mastered their craft before generative AI tools arrived on the scene carry a distinct advantage. They spent years writing drafts that missed the mark, delivering presentations that fell flat, watching ideas fail, and hearing exactly why they didn't work. That accumulated experience is now paying off in a new way.

Through that process, they developed five core competencies that now determine how effectively they can leverage AI in their daily work:

Judgment

Consider a senior consultant who asks AI for ten different strategies. Because she has spent years observing which approaches succeed and which ones fail in real-world scenarios, she can quickly filter through the options and identify the two that are most likely to deliver results. AI can generate the options, but only experience can separate the viable from the theoretical.

Imagination

AI can produce twenty ideas in a matter of seconds. Imagination, however, is what you bring to the table. It is the unexpected connection between two unrelated concepts, the ability to reframe a problem from a fresh angle, or the spark of an idea that a generic prompt would never have triggered. The machine provides quantity; you provide the creative direction.

Standards

One of the biggest risks with AI is that it makes it effortless to produce work that is merely adequate. Standards are what push you beyond that threshold. They are the internal voice that tells you to keep refining: to identify the weaker argument in a proposal, to improve a vague example, or to rewrite an opening paragraph until it truly engages the reader. Without high standards, you settle for good enough when the work could be significantly better.

Empathy

An experienced manager reading an AI-generated layoff email can immediately anticipate how employees will react to the wording. They can spot language that is technically clear and factually accurate but still lands poorly on an emotional level. This ability to foresee human responses is something AI cannot replicate on its own, and it is crucial for any communication that carries weight.

Taste

Taste is the ability to recognize what good looks like. It allows you to identify when an AI draft feels generic, awkward, or flat, even when there is no specific error you can point to. This instinct is not innate; it is built through years of exposure to both exceptional and subpar work. It is the refined sense that tells you something is off before you can articulate exactly why.

These five skills are not merely nice-to-have attributes. They fundamentally shape how useful AI is to you. If you have not yet developed these abilities, there is good news: AI itself can be a valuable tool for building them. By using AI to critique its own output, asking it to explain why one version is stronger than another, or using it to practice your editing skills, you can accelerate the learning process that traditionally took years.

Use AI To Help Build The Skills You Need

If you lack years of professional experience, you might wonder how to cultivate these essential capabilities. The answer lies in transforming how you interact with AI. Here are five practical methods to turn everyday AI usage into a powerful skills development exercise.

Build Judgment by Deciding First

Before you ask an AI tool for its opinion, commit to your own. Formulate your initial judgment on the matter at hand. Then, prompt the AI to challenge your choice and identify potential blind spots you may have missed. If possible, also consult a person whose judgment you trust. Pay close attention to where your perspective, the AI’s analysis, and your trusted colleague’s advice converge—and where they diverge. This practice forces you to exercise your own reasoning rather than defaulting to an automated answer.

Build Imagination by Starting with Your Own Idea

Bring your own raw material to the AI, even if it is just a loose observation, a burning question, or a half-formed concept. Use the AI as a thinking partner to develop and expand upon that seed. By initiating the process with your own creative input, you remain the primary generator of original ideas. This approach prevents you from passively selecting from a pre-generated list that the AI provides, ensuring that your imaginative muscles are doing the heavy lifting.

Build Standards by Pushing Past Good Enough

Resist the urge to accept the first polished-looking output the AI produces. Train yourself to look for weaknesses and areas for improvement. Ask yourself what could be stronger, clearer, or more compelling, and then revise the work. After you have done your own editing, ask the AI or an experienced colleague for their critique. Over time, this active evaluation process will sharpen your internal standards, making it easier for you to spot flaws in any piece of work, human or machine-generated.

Build Empathy by Asking AI to Play the Other Person

Before you send an important message, use AI to simulate the perspective of your audience. Ask it to predict how an employee, a customer, or an executive might react to your words. Inquire specifically about what might confuse them, what could potentially bother them, and what they will care about most. Whenever you can, review that message with someone who knows the audience well. They might spot a reaction you had not anticipated, adding a layer of human insight that AI cannot replicate.

Build Taste by Comparing Options

Request several different versions of a piece of content from AI. Review the options, select the one you believe is the best, and articulate the reasons for your choice. Then, present the same set of options to someone whose taste you respect—ideally someone who knows you and your personal or professional voice. If they select a different option than you did, ask them to explain their reasoning. This comparative exercise reveals your own preferences and exposes you to different standards of quality.

People who developed these skills before the advent of AI hold a distinct advantage. However, those developing them now have access to something previous generations never had: a tool that offers immediate feedback and nearly unlimited opportunities for practice.

Use AI to get the work done. But make sure you are also using it to get better.