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The strongest sign of AI-driven fraud is usually not a strange-looking video or robotic voice. It is the action the contact is trying to make you take, combined with pressure, impersonation and a demand to leave your normal verification route. Treat an unexpected crisis or authority claim, a request for money, passwords, one-time codes or account access, and a push to another channel as reasons to stop. AI-generated text, images, audio and video can make a false story sound convincing, but media clues are not proof. Verify the person or organization through contact details you find independently before you pay, disclose information or change an account.
What counts as an intent signal?
An intent signal is behavior that reveals what a contact is trying to get you to do. In an AI-enabled scheme, the technology may produce fluent messages, a convincing profile photo or a cloned voice, but the fraudster’s objective still appears in the requested outcome: transfer value, surrender authentication information, open access to an account or continue the conversation somewhere harder to check.
The FBI’s Internet Crime Complaint Center (IC3) describes generative AI being used to support social engineering, spear-phishing, romance and investment schemes. Generated images and cloned audio or video can create fictitious identities or impersonate a real person. That makes trust-building faster and more personal; it does not make the request legitimate.
Which signals deserve the fastest pause?
| Signal type | What you may notice | Requested consequence | Independent check |
|---|---|---|---|
| Request behavior | Unexpected urgency, secrecy, distress or an appeal to authority | Money, cryptocurrency, gift cards, a wire or another rapid payment | End the contact and call the claimed person or organization using a number you already trust or find on its official website |
| Credential targeting | A request for a password, private information, one-time code or account access | Account takeover or unauthorized authentication | Do not disclose the code; open the service through your usual app or independently typed address and check for a real support channel |
| Identity and contact details | A slightly altered name, sender address, phone number, URL or spelling | Redirecting you to the impersonator | Compare details with a known record and initiate a new contact route yourself |
| Channel shift | A conversation moves from text or email to an encrypted messaging app, especially after pressure appears | Less visible communication and fewer opportunities for others to verify the story | Keep the original channel available and confirm the request outside every channel supplied by the contact |
| Media artifact | Odd pauses, inflection, lighting, shadows, movement, background sound or lip synchronization | Persuading you that an invented identity or emergency is real | Use the artifact only as a reason to pause; authenticate the person through a separate route |
Urgency, distress and authority are deliberate pressure tactics
A loved one “in trouble”
A supposed family member may claim an arrest, accident, hospitalization or another emergency and demand immediate help. A familiar voice or a realistic video call does not authenticate the caller. The combination of emotional distress, a deadline and a request for money or account access is the actionable warning sign.
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Use a pre-agreed family phrase if your household has one. Otherwise, end the call and reach the person on a number already in your contacts, or ask another trusted relative to verify the situation. Do not call back using a number displayed in the suspicious message.
A senior official or executive “needs” action
Impersonation campaigns can present a senior government official, manager or business partner asking for a rapid transfer, confidential introduction or authentication code. The FBI’s 2025 alert on malicious messaging campaigns describes AI-generated voice messages, smishing and attempts to obtain authentication information. Status and familiarity are not substitutes for verification.
Apply the same rule to a message that appears to come from a chief executive, lawyer, school administrator or public official: independently locate the organization’s published contact route and confirm the request there. Do not use a link, phone number or email address supplied in the message.
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Payment instructions reveal the objective
A request to wire money, send cryptocurrency, buy gift cards or use an unfamiliar payment route deserves a pause, particularly when it is paired with secrecy or a crisis narrative. AI can personalize the explanation, imitate the vocabulary of someone you know and answer objections quickly. Those qualities describe persuasion, not authenticity.
Before any transfer, ask whether the recipient, amount, destination and deadline were established through a channel you initiated. A legitimate contact should tolerate a delay while you confirm the details. If the person insists that verification will cause harm, expose a secret or miss an irreversible deadline, treat that insistence as part of the fraud attempt.
Credential and account-access requests are high-risk
Never provide a password, private identity information, one-time authentication code or account access in response to an unsolicited contact. A fraudster may use an apparently helpful support conversation to capture a code that completes a login, password reset or transfer.
Instead, close the message and open the service through the app or address you normally use. Review security notices there and contact support through the published route. A code sent to your phone or authenticator is intended for the sign-in flow you initiated; forwarding it to a caller or texter defeats that protection.
Watch for requests that sound narrower than a password request, such as “read me the six-digit number,” “approve this notification,” or “add me as a recovery contact.” Each asks you to authorize access even if the wording avoids the phrase account takeover.
Channel changes and small contact discrepancies matter
Moving a conversation from email or SMS to an encrypted messaging application is not proof of fraud. It becomes more concerning when the move occurs alongside urgency, secrecy, a payment request or a demand for credentials. A new channel can isolate you from coworkers or family members who might notice inconsistencies.
Inspect sender addresses, phone numbers, URLs, names and spelling. Impersonators often make a one-character change or use a look-alike domain. Do not rely on the contact information presented in the same message: find the real organization’s website yourself or use an existing address-book entry. For a personal contact, call a known number rather than tapping the incoming caller-ID entry.
How can I tell if a scammer is using AI?
Text and profiles
Polished grammar, an unusually detailed biography or a profile that seems to know public facts about you can be generated or assembled at scale. Fluent writing is therefore a weak authenticity test. Focus on what the message wants and whether the identity can be confirmed outside the conversation.
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An AI voice may have unusual pauses, an odd inflection, choppy speech or a slight delay. Background noise may not fit the claimed location. These clues can justify ending the call, but a clean recording does not prove that a real person is speaking. Hang up and place a new call to a trusted number.
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Video and images
Look for distorted facial features, unnatural movement, inconsistent lighting or shadows, mismatched details and lip movements that do not fit the audio. Such artifacts are clues only. Synthetic media can be difficult to identify, and the absence of visible defects does not establish that a video or image is genuine.
The Federal Trade Commission’s analysis of AI-enabled voice-cloning responses distinguishes upstream authentication, real-time detection and post-use evaluation. Each approach has limitations, and no consumer inspection method supplied in these advisories reliably authenticates every call or video. Do not buy or deploy a general security device on the assumption that it can prove a caller’s identity.
What are the warning signs of an AI voice scam?
- The caller opens with an emergency, a demand for secrecy or an instruction to act before you can think.
- The voice resembles a relative, manager or official but asks for money, a one-time code, a password or access to an account.
- The caller discourages you from hanging up, consulting someone else or using a known number.
- The conversation shifts to a different app or number immediately after you question the request.
- There are odd pauses, unnatural emphasis, delayed responses or background sounds that do not match the story; treat these as prompts to verify, not as a definitive test.
A short family phrase agreed in advance can defeat a cloned-voice emergency call. For workplace requests, require confirmation through the organization’s established process rather than accepting a voice as authorization.
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- Stop. Do not send money, credentials, authentication codes or other sensitive information while the contact is active.
- Break the attacker’s route. End the call, do not reply to the message and do not follow its links or use its phone number.
- Find a trusted route yourself. Use an existing contact record or type the organization’s official website address independently, then call or message through the published channel.
- Apply a personal check. For a family emergency, call the person’s known number or use your pre-agreed phrase. For a workplace or government request, confirm with another authorized person through the normal process.
- Preserve evidence. Save messages, phone numbers, email addresses, URLs, payment instructions and dates before deleting anything.
- Report suspected internet fraud. Submit the interaction and transaction details to the FBI’s Internet Crime Complaint Center (IC3), including as much information as you have.
Scenario playbooks
“Your child” calls for cryptocurrency
Do not negotiate on the incoming call. End it, call your child’s established number and check with another family member. Cryptocurrency instructions combined with an emergency deadline are enough to pause even if the voice sounds exact.
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A manager texts for gift cards
Do not purchase cards or send redemption codes. Start a new conversation using the manager’s normal corporate address or phone number and confirm the request. Preserve the original text and its sender details.
A romance or investment contact becomes urgent
AI-generated profiles and messages can maintain a personalized relationship at scale. Treat a sudden request for a transfer, cryptocurrency or account information as a separate financial decision requiring independent verification. Do not let a long conversation substitute for identity proof.
What the reported numbers do—and do not—show
| Measure | Figure and scope | How to interpret it |
|---|---|---|
| IC3 AI-related information | 22,364 complaints and $893,346,472 in adjusted losses reported to IC3 in the 2025 annual report, published in 2026 | These are reported complaints and adjusted losses, not a census of every AI-enabled fraud incident |
| Imposter scams overall | $3.5 billion in losses reported by consumers to the FTC in 2025 | The FTC figure covers imposter scams generally; it is not an AI-only total |
The figures show the scale of reports reaching U.S. agencies, not the probability that any particular message was generated by AI. Many scams use no generative system, and many AI-assisted contacts leave no obvious media artifact. The practical response is the same: evaluate the requested action and verify the identity independently.
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Employee-targeted social engineering works when one person is expected to recognize a synthetic message under time pressure. Written procedures can require a second channel for payment changes, a callback to a directory number for unusual requests and a rule that authentication codes are never shared. Regular fraud-awareness education should include AI-generated text, cloned voice examples and the limits of visual detection, while emphasizing the same pause-and-verify sequence used by consumers.
Do not describe a detection tool as an identity oracle. The FTC’s analysis shows that authentication and detection approaches address different points in the attack, and evolving generation methods can defeat a single signal. A process that independently confirms the requester and the consequence is more durable than trying to spot one telltale artifact.
Bottom line for a suspicious contact
Ask what the person wants, what pressure surrounds the request and whether you can reach the real person or organization without using the contact’s details. Money, credentials, one-time codes and account access are high-consequence requests; urgency, authority, secrecy and channel changes increase the risk. Treat odd audio, video or writing as a reason to pause rather than proof of AI. Stop, verify through a trusted route, preserve the evidence and report suspected internet fraud to IC3.
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