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Deepfakes are helping scammers drain taxpayer money in the U.S., and the warning signs are everywhere

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A closeup view of the wording deepfakes

Deepfakes are helping scammers

Your phone rings, and the voice sounds calm, confident, and official. Scammers can now use AI voices that sound calm and official, especially when tax stress is already high. With AI deepfakes, crooks can sound like an agent and push you to “fix” a tax issue fast.

The trick is simple: make you panic, then make you pay. These calls may promise “tax relief” or “account verification,” which sounds legit but isn’t. If you feel rushed or scared, that’s your cue to slow down and verify.

Closeup view of a computer monitor showing a person with a digital mesh overlay, commonly used in facial recognition technology and AI video manipulation known as deepfakes

Deepfakes and the tax scam surge

If a caller says they’re from the IRS, don’t assume it’s true just because they sound polished. “These AI voice scams are everywhere” ties into a fraud surge: FTC data shows people reported losing more than $12.5 billion to fraud in 2024.

Impostor scams were among the largest categories, accounting for $2.95 billion in reported losses in 2024. That’s why scammers love tax panic: it’s personal, time-sensitive, and confusing. Knowing this trend helps you treat surprise “government” calls like a red flag, not a to-do.

Closeup view of TikTok application on a mobile phone

Deepfakes built from your own clips

That “friendly professional” voice might be built from tiny clips you posted yourself. These AI voice scams are everywhere because scammers can grab audio from TikTok, Instagram, podcasts, or even past spam calls.

A few seconds of “Hey, it’s me” can be enough to clone tone and pacing. Then AI writes a smooth script with perfect grammar, so it doesn’t sound like old-school robocalls. The result feels human, which is precisely what makes it dangerous and harder to brush off.

Closeup view of a person receiving call from an unknown number

Fake department names to watch for

Scam calls love impressive-sounding department names. Scammers often invent official-sounding ‘departments’ that don’t match how the IRS actually communicates. The goal is to sound official enough that you stop asking basic questions on the spot.

Listen for vague wording that never pins down a real agency unit, a real case number, or a mailed notice. Real tax notices usually include specific details and instructions, not a mystery “verification” pitch. If the caller can’t clearly explain who they are and why they’re contacting you, end the call.

Little-known fact: IRS notices usually show a CP or LTR number in the corner, which you can use to look up what the letter means.

View of the sign for the Internal Revenue Service (IRS).

Why the IRS starts with mail

Here’s a simple rule that saves people every year: the IRS generally starts tax contact by regular mail. A surprise call demanding action is a significant warning sign, even if the voice sounds confident. If you owe money, you’ll have paperwork you can read, not just a rushed phone pitch.

If someone calls and says you owe back taxes, hang up and find the IRS phone number from IRS.gov yourself. Don’t use the number the caller gives you. Taking control of how you verify the claim breaks the scammer’s momentum.

Closeup view of crypto coin with dollars bills placed on a table

Payment demands that scream scam

Scammers often push weird payment methods because they’re hard to reverse. The IRS will never tell you to pay with gift cards, and it won’t pressure you to pay immediately during an unexpected call. If you really owe, you’ll have official paperwork and secure payment options you choose through IRS.gov.

If a caller says, “Just run to the store and buy cards,” that’s your exit sign. Legit tax payments happen through normal, traceable channels you choose. Never share card numbers, PINs, or one-time codes with anyone who first contacted you.

Closeup view of the concept of Social Security, a U.S. government program

When personal details fool you

The scariest scams include real details, like your address or the last four digits of your Social Security number. That doesn’t prove the caller is legit. Those bits can leak in data breaches, appear in public records, or be pieced together from online profiles.

Treat “proof” on a call as a sales tactic, not evidence. If someone cites personal info, stop the conversation and verify through official channels, or look it up yourself. A real agency won’t be offended by you double-checking; in fact, caution is precisely what they expect.

Little-known fact: FTC data says losses paid by bank transfer or cryptocurrency were higher than all other payment methods combined in 2024.

Closeup view of vishing call notification on a mobile phone

Vishing bots call at scale

AI makes these scams scale fast. And it runs 24/7. Instead of one person dialing all day, software can place huge numbers of calls and drop a voicemail when you don’t answer. Some systems can even adjust the script based on what you say, which keeps the pressure feeling “personal.”

That’s why you might see a sudden burst of similar messages across your family and friends. It isn’t bad luck; it’s automation. The best defense is a boring habit: don’t engage, don’t argue, and don’t “prove” anything on the phone.

View of a person using a mobile phone

Why calling back can backfire

It feels polite to call back a missed voicemail, but scammers count on that. When you return the call, you confirm your number reaches a real person. That can land you on a “responsive” list that gets shared or sold to other scammers.

If you’re curious, satisfy it safely: search the company name online and see if it even exists, or better yet, ignore it. Blocking the number helps, but remember, they can easily spoof new ones. The biggest win is starving them of attention, then they usually move on.

Closeup view of an email alert on the screen

Text and email traps to avoid

Phone calls aren’t the only trap. Scammers also send texts and emails that look official, with links that promise refunds, “verification,” or urgent updates. The IRS warns not to click links or open attachments you didn’t expect, even if the message uses your name correctly.

If a message looks tax-related and sketchy, don’t click anything. The IRS says you can email suspicious messages to phishing@irs.gov and forward scam texts to 7726 so your wireless provider can help block similar spam.

Closeup view of IRS webpage on a screen

If you really owe taxes

Sometimes people do owe taxes, and scammers exploit that fear. If you’re unsure, start with your own records and any letters you’ve received. You can also create or log in to your account on IRS.gov to view balances and notices.

If you need help, look for the qualified support you choose, not a stranger who called you first. Real options like payment plans exist, but you’ll find them through official IRS channels. The safer path is slower, but it keeps your identity and money in your hands long term.

View of an old person holding the receiver of the telephone in hand

Make a family anti-scam rule

Scammers often aim for whoever answers the phone, and that can mean teens, parents, or grandparents. A family plan can cut risk fast: agree on a rule that no one shares personal info or payment details during an unexpected call. Keep it simple so everyone remembers it.

If someone gets a scary message, have them tell a trusted person before doing anything else. Two sets of eyes catch red flags faster. Even a 30-second pause can stop a costly mistake, especially when the voice on the line sounds so real.

Want to see how these scams operate in the real world? The related story explains why Maryland officials shut down multiple call centers tied to gold bar fraud.

Closeup view of a phone call that has been flagged as "Suspected Spam"

A quick deepfake warning checklist

When a “government” caller pressures you, use a quick checklist. Do they demand immediate action, threaten consequences, or insist you stay on the line? Do they avoid sending a letter or try to keep you from calling back through a public number?

If you spot even one of those signs, end the call and reset. Look up the official contact info yourself and verify calmly. Deepfakes can copy a voice, but they can’t force you to rush. Your best move is simple: pause, check, and don’t engage with strangers again.

If you’re wondering how officials respond when AI crosses the line, the related story explains California’s probe into xAI’s Grok over nonconsensual explicit deepfakes.

What do you think about Deepfakes helping scammers drain taxpayer money in the U.S., and the warning signs are everywhere? Share your thoughts and drop a comment.

This slideshow was made with AI assistance and human editing.

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Simon is a globe trotter who loves to write about travel. Trying new foods and immersing himself in different cultures is his passion. After visiting 24 countries and 18 states, he knows he has a lot more places to see! Learn more about Simon on Muck Rack.

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