AI Is as Smart as Its User

How I used AI to prepare for professional advice—and learned that better questions still need verified answers.

Many of us remember looking things up in an encyclopedia before we could type a question into a search bar. We learned new tools along the way. AI is another opportunity to learn, and we do not have to approach it empty-handed.

Our experience counts. So does our willingness to question an answer that sounds a little too neat.

The title is my reminder to stay involved. Good instructions help, and even a well-directed tool can make mistakes. That is where our judgment comes in.

Researchers studying several language models found that small changes in wording and formatting could change their responses. That is a reason to be clear about the assignment, not a promise that the perfect prompt makes an answer true. Read the 2024 POSIX prompt-sensitivity study.

Learning to work with AI

My understanding developed through AI for Business and AI Prompting courses included in my MBA certificate program at Augment Entrepreneur School. The courses gave me a foundation. Practice taught me how much my own participation mattered.

I learned to explain the job: what I wanted to accomplish, what information mattered, how I wanted the findings organized, and what needed checking. A broad question became a focused assignment.

The most useful lesson was simple: getting an answer is not the same as establishing that it is correct. NIST identifies confident but false output as a generative-AI risk, often called a hallucination or confabulation. Fluency is not proof. Read NIST's Generative AI Profile, section 2.2.

When the work became personal

AI became especially useful to me while I was researching intellectual property for my startup.

My patent attorney charged approximately $450 an hour. As a bootstrapped founder, I wanted to arrive prepared enough to use that time well. I spent nearly a year learning patent terminology and organizing preliminary research with AI's help.

I directed it toward official USPTO materials and used it to help explain unfamiliar terms, classifications, prior art, and questions I needed to take to counsel. I wanted to understand the conversation I was paying to have.

A preliminary search has limits. The USPTO explains that an examiner may find relevant material that the applicant's search missed. It also recommends a registered patent practitioner because preparing and prosecuting an application requires legal, procedural, and technical knowledge. Read the USPTO's guidance on preliminary searches and professional assistance.

AI helped me prepare. It did not establish patentability or replace qualified legal counsel.

I asked it to challenge me

I did not need a machine to applaud my idea. I needed help finding the questions I had overlooked.

I asked it to consider the analytical perspective of a patent examiner. That instruction did not make it an examiner. It gave the research an organizing approach.

My assignments included:

• Find information that might contradict my assumptions.

• Identify potentially relevant prior art and explain why it might matter.

• Separate a source's actual statement from an interpretation.

• Flag missing information and questions that require legal review.

• Provide the underlying sources so I can read them myself.

This helped me organize difficult material and prepare more focused questions. The responsibility to check the results stayed with me.

AI researched. I evaluated. My attorney advised.

Those roles mattered. The USPTO’s official AI guidance warns about inaccurate submissions and confidentiality risks. Using AI does not transfer responsibility away from the people submitting the work.

In my experience, doing this preparation reduced the paid research time I needed and helped me focus the conversation.

It also clarified what I needed from counsel. I felt that the research I had assembled was not receiving the substantive review I wanted. I was not asking my attorney to trust AI. I wanted the underlying sources examined, the mistakes identified, and professional judgment applied.

Eventually, I ended that attorney-client relationship. AI had not removed my need for a lawyer. The experience helped me recognize what I needed from the relationship: careful evaluation, clear explanations, and mutual respect.

The lesson beyond patents

For me, the value was becoming a better-informed participant. That principle reaches beyond this particular project.

Try a modest first assignment using information that is already public. Ask for a plain-English explanation, a comparison, or questions to discuss with a professional. Then read the sources and decide what holds up.

Before entering confidential material, examine the service's privacy terms, retention practices, and relevant settings. The USPTO specifically warns that entering invention details into an AI service may disclose sensitive information to third parties. Telling a tool to keep a secret is not a substitute for understanding the service. See the confidentiality section of the USPTO guidance.

Bring your experience with you

I think many Gen X readers have more of a starting point than they give themselves credit for. We have already learned unfamiliar tools, sorted good advice from bad, and asked people to explain what they mean.

Whatever your starting point, being a beginner is allowed. Your questions and experience belong in the process.

You can be curious without handing over your judgment. Start with something useful, check what comes back, and build from there.

That is the spirit behind the title: making informed decisions with another tool at your disposal.

Author's note

This is a personal account of AI-assisted preparation, with linked background sources. It is not legal advice. Patent matters should be evaluated with an appropriately qualified professional.

Related reading: The Career Pivot After 50.

We Grew Up In One World And Aged Into Another

On learning new tools without losing the person using them.

A woman recently emailed me to ask how I am handling life in my mid-50s. She was not asking about money or work. She meant life itself: the emotional side, the physical side, and the strange feeling that the world no longer operates like the one you grew up preparing for.

I understood the question. Sometimes it feels as though we have spent decades learning the next system while trying to keep the rest of life running.

We grew up in one world and aged into another. That can be tiring. It also means we have practiced adapting.

Give yourself credit for what you learned

Many of us remember memorized phone numbers, conversations in garages, and friendships that did not need an app. The past had its problems, but I still value the room it left for an ordinary, private afternoon.

Then we learned new ways to work, bank, shop, communicate, and create. The transition was substantial. In Pew Research Center's 2021 survey, 96% of U.S. adults ages 50–64 said they used the internet. Read Pew's technology-adoption findings.

When another unfamiliar tool arrives, it may help to remember how many you have already learned. You are allowed to begin with questions. You are also allowed to decide that a particular tool is not useful to you.

When ordinary life starts to feel like a performance

I sometimes catch myself sounding like a press release. The message is polished, the purpose is clear, and somewhere along the way the person has almost disappeared.

I do it too. Running a business makes you think about presentation. But I miss conversations that do not feel as though they are auditioning for an audience.

Image and status existed long before social media. What feels different to me is how easily the audience follows us home.

I do not want to give up the useful parts of technology. I want to decide when it gets my attention. A conversation can stay private. A day can go undocumented. A thought does not need to become a post to count.

The life we were building kept happening

While the tools changed, there were still jobs, households, relationships, children, parents, bills, and setbacks to manage. Your version of that list may look different from mine. The feeling of being needed in several directions may be familiar anyway.

Then there are the quieter changes: a family home emptied, a work identity lost, a tradition that no longer happens, or the realization that you cannot make one more call to someone you love.

I think some midlife unease comes from finally noticing what changed while we were busy coping. Grief, exhaustion, and health concerns deserve attention on their own terms. Sometimes what we need is support and room to breathe.

Before taking on the next tool, ask a smaller question: “What would actually make this part of my day easier?” Start with the need. You do not owe every new feature a place in your life.

Experienced and new at the same time

Starting again requires an uncomfortable combination: confidence in what you know and honesty about what you do not.

You may understand an industry deeply and still need help with a website. You may be excellent with people and new to pricing your work. Neither erases the other.

The position I want to hold is simple: I know things. I have survived things. I have built things. And I still have things to learn.

Follow-through, curiosity, and good judgment are not owned by one generation. They become useful when we keep practicing them.

Another chapter does not have to be a spectacle

I do not think the next chapter must become the biggest or most impressive one. It might be more honest. It might leave room for a friendship, a craft, a calmer schedule, or work that makes better use of what you know.

Choose one unfamiliar tool you have a reason to learn. Give it a small job, check the result, and decide whether to try again. If AI is the tool in front of you, AI Without the Jargon gives you a place to start with fictional details.

We have learned our way through change before. We can bring that experience forward without pretending the work is effortless.

We are still allowed to build a life we want to live.

Author's note

This is a personal and cultural essay with linked research. The experiences described are not universal to Gen X. Health and business decisions depend on individual circumstances.

Related reading: The Career Pivot After 50 and The Reinvention Nobody Prepared Generation X For.

When the People You Love Don’t Support the Life You’re Building

You can take a new direction seriously without expecting everyone to understand it immediately. The work is learning which doubts deserve an answer—and which expectations no longer fit.

I received an email from someone who follows my work. Generation X. Smart. Capable. Experienced. And stuck.

They were afraid to start: to build something of their own, make a career pivot, or leave behind the version of themselves everyone else had grown comfortable with. The question that stayed with me was simple:

“What if my family doesn’t support me?”

I know what that feels like. I faced it when I began changing the direction of my own life in 2015.

The beginning rarely looks tidy

My reinvention was not one clean move. I moved from restaurants to real estate, then into politics, intellectual-property research, branding, and multimedia. From the outside, that progression may have looked unstable. From inside my life, it felt necessary.

I could feel the pull of the rules I had grown up with: choose a predictable path, remain useful, protect stability, and avoid changes other people might not understand. Responsibility matters. So does providing for the people who depend on us.

But the familiar path was leading me toward a life that no longer fit. I wanted to change direction while I still had the strength and energy to make consequential decisions. So I began moving more intentionally. Some decisions created uncertainty, distance, and resentment.

Somebody had to go first. In my life, that somebody was me.

Support is not the same as agreement

When the people close to you have never built a business, they may struggle to understand why you would take on the uncertainty. But disagreement alone does not tell you what someone’s motives are. A concerned question and a dismissive remark deserve different responses.

A spouse who asks about debt, insurance, household expenses, or money invested in a venture may be asking responsible questions. If the consequences affect the household, the household belongs in the conversation.

Healthy support can include skepticism. It should also include respect. Someone can challenge your assumptions without diminishing your worth. And you cannot label every objection “negativity” simply because it is uncomfortable.

The research is more complicated than “supportive family, successful founder.” A 2020 study followed 61 entrepreneurs over 14 days and found that the relationship between family support, stress, and well-being differed depending on whether the stress involved finances or workload. That small study cannot explain any one family, but it is a useful reminder that support is not a single, simple ingredient. Read the study in the Journal of Business Research.

The practical question is whether everyone involved can discuss the risks honestly and respectfully.

You do not have to choose between standing still and blowing up your life

It can feel as though the options are to remain the person everyone understands or change everything at once. There is room between those extremes.

You can test an idea while remaining employed. Build a portfolio before changing careers. Talk with potential customers before investing heavily. Agree on financial boundaries with the people whose lives are tied to yours.

Consider separating the conversation into three questions:

• What exactly worries you about this plan?

• What evidence would help us evaluate that concern?

• What time, money, and responsibilities are we agreeing to protect while I test it?

Those questions are an invitation to discussion, not a script guaranteed to win approval. Sometimes a concern will reveal a weakness worth fixing. Sometimes the answer will remain no. You can listen carefully and still decide what belongs in your future.

Belief needs something to stand on

Self-belief can help you begin. It cannot establish customer demand or make the numbers work.

The U.S. Small Business Administration’s planning guidance recommends examining demand, market size, competitors, and pricing. Those are useful questions to bring to the table before a dream becomes a substantial financial commitment. Explore the SBA’s market-research and business-planning guidance.

Here is a manageable place to start:

• Describe the problem you want to solve in one clear sentence.

• Identify who experiences it and speak with potential customers.

• Test a small version of the offer before building the expensive version.

• Write down the time and money you are prepared to commit.

• Decide what evidence would justify continuing, changing direction, or stopping.

You do not have to defend the entire future. Explain the next responsible test: what you will try, what you can afford, and what you need to learn. A plan gives the conversation something concrete to work with; it does not guarantee the business will succeed.

Build another layer of support

Your family does not have to fill every role. Someone can love you deeply and still be the wrong person to evaluate a pricing model or a licensing question.

Look for people who understand the work: an experienced founder, a mentor, a professional association, or an adviser with the relevant expertise. The SBA’s counseling network includes SCORE and Small Business Development Centers, with free counseling and other assistance available through its partners. Check the particular program for services and costs. Find business counseling through the SBA.

Outside support serves a different purpose from family support. It can give you a place to ask basic questions, challenge assumptions, and receive feedback from someone who knows the territory.

You are allowed to be experienced and still be learning.

What I have learned

You do not need everyone to understand your vision at the beginning. You do need enough self-trust to take a responsible next step—and enough humility to change direction when the evidence calls for it.

Some people may understand later. Some may remain skeptical. You cannot make their acceptance the only measure of whether your work deserves a fair test.

If you feel the pull toward something different, investigate it. Test it. Cost it. Listen to legitimate concerns. Let courage and judgment travel together.

We have already lived through enough change to know that the first version of a plan is rarely the last. That experience is worth bringing with you.

The next step does not have to be dramatic. It has to be yours to take—and responsible enough to stand behind.

Related reading

The Career Pivot After 50
Walking Into the Noise

Author’s note: This essay combines personal reflection with general business-planning information. It does not assess your family relationships or provide individualized financial or legal advice. The personal experiences are the author’s account; the linked research supplies context rather than proof of anyone’s motives.