When Expertise Appears Overnight: How Do You Know Who Is Real in the age of AI

business tips personal finances tax tax tips Aug 29, 2026
choosing-tax-professional-age-of-ai

I’ve been told that copying is a form of flattery.

But when someone is presenting themselves as an experienced professional, is copying really in the client’s best interest?

And what happens when it goes beyond copying?

What if the polished professional you are watching on social media is not actually the person they claim to be? What if the photos, videos, voice, credentials, reviews, and content were created or pieced together with AI?

It sounds a little far-fetched, doesn’t it?

Unfortunately, it isn’t.

There are social media accounts portraying doctors, tax professionals, nutritionists, trainers, financial experts, coaches, and other trusted providers. Some impersonate real professionals. Others use an AI-generated person who may not exist in real life at all.

The account may look completely legitimate. The person may appear knowledgeable and reassuring. They may have professional photos, dozens of videos, glowing reviews, and a website filled with articles.

So how do you know who is real?

Is AI the problem?

No. At least, not by itself.

Let me be clear: I use AI.

I love technology and automation. AI can help me organize my thoughts, improve a rough draft, summarize information, and explain a complicated topic more clearly. Used responsibly, it can save time and help experienced professionals serve clients more efficiently.

That is AI being used for good.

But what if someone uses AI to rewrite another professional’s work? What if they use it to invent experience, create a false identity, clone a voice, or publish months of content in a few hours?

That is something very different.

AI should help communicate real expertise. It should not manufacture the appearance of expertise.

It can polish someone’s words. It can create a convincing headshot. It can generate video and make a new business look established almost overnight.

But can it create the judgment that comes from years of working with real clients? Can it create accountability? Can it make someone trustworthy?

No.

AI can create content. It cannot create character.

Would you “fake it until you make it” with someone else’s health or money?

You have probably heard the phrase “fake it until you make it.” In some businesses, people are encouraged to launch quickly and learn as they go.

But should that approach apply to someone advising you about your health, finances, taxes, legal rights, or physical safety?

I don’t believe it should.

Take tax advisory as an example. A tax advisor may help you decide when to exercise stock options, whether to make an entity election, how much to pay in estimated taxes, or how to structure a transaction that could affect several years of tax filings.

What happens if that confident answer is wrong? You could face additional tax, penalties, interest, missed elections, or a strategy that cannot easily be undone.

The same applies to other professionals. Would you want a trainer recommending an exercise they do not understand? A nutrition professional giving advice based on a copied post? A supposed medical provider using a credential you cannot verify?

Knowing the name of a strategy is not the same as having the education and experience to recommend it.

And what about everything happening behind the scenes? Does this provider have secure systems? Do they protect your private information? Do they follow professional standards? Is there a real process for reviewing their work? Are they accountable to a licensing board?

You can build a website while you learn. You should not use someone else’s health, finances, or future as your training ground.

Have you looked beyond the polished website?

This is where I want you to slow down.

One unusual detail may have a completely reasonable explanation. But what if several things do not add up?

Here are a few questions worth asking.

Did everything appear at once?

Take a look at the dates.

Were twenty detailed blog articles published within a few hours or days? Did the social media account suddenly appear with dozens of highly produced videos? Does a brand-new website already cover every possible specialty?

Could there be a legitimate explanation? Absolutely. An experienced professional may be moving years of content to a new website. A firm may have a team of writers. Articles may have been scheduled as part of a planned launch.

But no one independently researches, writes, edits, and publishes twenty thoughtful articles in a few hours.

So if all the content appeared back to back, ask where it came from. Does it represent years of real knowledge, or was it created to make a new provider look established?

Back-to-back publishing is not proof of a scam. It is a reason to look closer.

Does the content look a little too familiar?

Professionals in the same field are naturally going to discuss the same topics. Tax professionals write about the same tax laws. Trainers explain many of the same exercises. Doctors and nutrition professionals may discuss the same conditions or research.

The topic itself is not the problem.

But do you keep seeing the same wording, structure, unusual examples, personal stories, service descriptions, graphics, or calls to action that another professional has already used?

AI can rearrange the sentences. It can shorten a paragraph, change the tone, or swap a few examples. But does rewriting someone else’s work suddenly give the new provider that person’s experience?

Of course not.

If the marketing appears borrowed, isn’t it fair to ask whether the claimed expertise is borrowed too?

Does this person claim to specialize in everything?

Have you ever met a real professional who is truly an expert in every part of their field?

Tax law alone is enormous. The same is true in medicine, fitness, nutrition, law, and financial planning.

Maybe the provider leads a large team with several specialists. If so, that should be easy to explain. But if one person suddenly appears to be an expert in every complicated area, could the website be targeting search terms instead of describing real experience?

Personally, I trust a professional who is comfortable saying, “That is outside my specialty, but I can refer you to someone.”

Knowing where your expertise ends is part of being an expert.

Can you find a real history behind the person?

What happens when you search for this professional outside their own social media account and website?

Can you verify their license? Can you find an established work history? Are they listed with a professional organization? Have they appeared in interviews, presentations, community events, or older publications? Do the photos, biography, location, education, and credentials line up across different sources?

Real people usually leave a human trail.

And that trail is rarely perfect. Their older photos may look different. Their first videos may be awkward. Their branding may evolve. They may pause when speaking, change their mind, or occasionally make a typo.

If you search for me online, you will absolutely find that trail. You will find photos and interviews from my Paddleboarding CPA podcast. You will find early YouTube videos where I am clearly about ten years younger. You will see older versions of my branding, topics I was exploring at different stages of my career, and content with publication dates that show when it was created.

Is every old photo flattering? Probably not. Are all those early videos as polished as something I would create today? Definitely not.

But they are mine. They show a real person learning, growing, changing direction, and building expertise over time. That dated, imperfect history is part of my authenticity. It cannot be generated overnight and dropped onto a brand-new website.

Don’t those small imperfections often make someone feel more real?

That does not mean you can identify every fake account by looking for strange hands or awkward facial movements. AI-generated photos, voices, and videos are getting very good. Some are difficult to identify just by looking at them.

Authentic imperfections can be reassuring, but independent verification is much more reliable than trying to “spot the AI” with your eyes.

Do the reviews make sense?

Do you check Google reviews before hiring someone? Most of us do.

But do you look beyond the star rating?

Check the dates. Were nearly all the reviews written within the same week? Do they use similar wording? Are they vague, with no real details about the service? Did the reviewers create accounts only to leave one review?

A new firm may legitimately ask existing clients to leave reviews during a launch. A sudden cluster is not automatic proof that anything is wrong.

But if a provider supposedly has years of experience and nearly every review appeared in one short burst, doesn’t that deserve another look?

The Federal Trade Commission recommends watching for a burst of reviews over a short period because it can sometimes indicate fake reviews.

Are you being rushed?

Did the provider contact you unexpectedly? Are they pressuring you to pay immediately, click a link, move the conversation to a private messaging app, or provide personal information?

Slow down.

Do not use the phone number, email address, or link the account sent you to verify the account itself. Find the professional’s official contact information independently through a licensing board, trusted directory, or established website.

Then contact them and ask: “Is this account really yours?”

What if the professional is real, but the person messaging you is impersonating them? That one extra step could protect your identity, money, medical information, or financial records.

How can you check whether a professional is real?

You do not need to become a private investigator. You just need to ask a few questions and make sure the story holds together.

Can you verify the credential at its source?

If someone says they are a doctor, CPA, attorney, registered dietitian, licensed therapist, financial professional, contractor, or another regulated provider, can you find them through the appropriate licensing board or official professional database?

Do not assume a credential is real because it appears in an Instagram bio or website footer.

For a tax professional, for example, you may be able to verify a CPA through a state board of accountancy, check enrolled-agent status, or search the IRS Directory of Federal Tax Return Preparers with Credentials and Select Qualifications.

Does their background support what they are selling?

How long have they actually worked in the field? Where did they work before opening this business? When was the license issued? Does that timeline support the “decades of experience” claimed on the website?

If the provider says they have twenty years of experience but you cannot find any professional footprint before last month, ask about it.

There may be a good answer. A real professional should be able to give you one.

Have you searched the photos and contact information?

Try searching the person’s name, business name, phone number, and email address. Add words such as “license,” “reviews,” “complaint,” or “scam.”

Does the same photo appear under multiple names? Does the phone number connect to several unrelated businesses? Does the address exist? Does the professional’s official listing point to the same website and contact information?

A reverse-image search may reveal that a photo belongs to another person. It will not catch every AI-generated face, but it can give you another piece of the story.

Can they answer questions copied content cannot answer?

Talk to the person. Ask:

  • How long have you personally worked with clients in my situation?

  • Where can I verify your license or credentials?

  • What are the most common mistakes you see in this area?

  • When would your usual recommendation not be appropriate?

  • When would you refer me to another specialist?

  • Who will actually provide and review my service?

  • How do you protect my personal information?

  • Will you still be available after the work is complete?

And pay close attention to the questions they ask you.

When I meet with clients, my consultations are conversations. I am genuinely curious about the person sitting across from me on the other side of my Zoom call. I want to understand what is unique about their situation, what season of life or business they are in, what they are trying to accomplish, and what matters most to them.

Why? Because the strategy that looks great on paper may not fit that client’s timing, cash flow, goals, family, risk tolerance, or ability to implement it. I cannot identify the right opportunities by delivering the same rehearsed answer to everyone. I have to ask questions and listen.

Does the professional you are considering show that same curiosity? Do they ask follow-up questions? Do they want to understand you before recommending a solution? Or do they immediately start naming strategies and promising results before they know the facts?

And what happens when they do not know the answer?

If I do not know, I say so. I may need to research the issue, verify a rule, or bring in another professional whose expertise is a better fit. I do not believe genuine confidence means pretending to know everything.

In fact, a truly confident professional can say, “I don’t know,” “I need to research that,” or “That is not my area of expertise.” Owning the limits of your knowledge is not weakness. It is honesty, good judgment, and a key part of authenticity.

Isn’t that what you should be looking for? Wouldn’t you rather work with someone who gives you an honest answer than someone who calls themselves an expert in an area they do not truly understand?

What if the story still does not add up?

You do not have to prove that a profile is fake before deciding not to hire the person.

If you cannot verify the identity, the reviews appeared overnight, the experience does not match the history, twenty articles appeared within a few hours, and the content resembles someone else’s work a little too closely, what is your gut telling you?

Walk away.

Find a real person who embraces their own experience and authenticity. Look for someone who can verify their credentials, explain their process, protect your information, acknowledge their limits, and stand behind their work.

Real professionals are not perfect. They may pause before answering. They may tell you they need more information. They may admit that a topic is outside their specialty. Their early videos may be awkward, and their content may show how their knowledge developed over time.

Isn’t that more reassuring than a perfectly manufactured expert who appeared yesterday?

AI can help a real professional communicate more effectively. It should not erase the person, invent the person, or turn someone else’s work into a false claim of authority.

AI can create the appearance of a professional in seconds.

Trust should still be earned by a real human being.

Need help from a CPA with your taxes, business setup or tax strategy? Send us an email at info@juliemerrillcpa.com or book a call.

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Author:

Julie Merrill is a Certified Public Accountant, business and tax strategist and has over 25 years of experience working in large to small companies. She currently owns and runs her own tax practice.

Disclaimer:  The information provided in this post is for information purposes only and is in no way intended to be tax or legal advice.  For personalized tax and legal advice, seek counsel with your legal team or tax advisor.