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You usually cannot tell reliably from a message’s wording or a caller’s voice alone. Treat an unexpected request for money, passwords, one-time codes, remote access, or secrecy as unverified, even if the voice sounds exactly like someone you know. Stop, then verify through a phone number, account, or website you already trust—not a callback number or link supplied in the message.

What is the safest way to tell if a message or call is an AI deepfake?

There is no dependable listening or reading test that proves a message is genuine. The practical test is whether you can confirm the request through a separate, trusted channel. A convincing voice, familiar writing style, caller ID name, or profile photo is not authentication.

AI can produce or alter text, audio, images, and video. A scammer may use generated material to impersonate a relative, colleague, executive, bank, or public agency; they may also use an ordinary recording or a spoofed phone number. You do not need to determine which technique was used before protecting yourself. Verify the identity and the requested action independently.

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The FBI warned on May 15, 2025, that AI-generated text and voice messages are being used in impersonation campaigns. The Federal Trade Commission’s advice is direct: “Don’t trust the voice. Call the person who supposedly contacted you and verify the story. Use a phone number you know is theirs.” That guidance applies whether the suspicious contact is a phone call, voicemail, voice note, text, or video.

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Which warning signs should make me stop and check?

Warning signs raise risk; none by itself proves that audio, video, or text is synthetic. Consider the request, the channel, and the person’s behavior together.

What you notice Why it deserves caution What to do
Urgency, threats, secrecy, or “don’t tell anyone” Pressure can stop you from checking a story or asking another person. Pause. Contact the supposed sender independently before acting.
A request for money, gift cards, cryptocurrency, passwords, login codes, or remote access These can enable theft, account takeover, or unauthorized access. A familiar-sounding voice does not make the request safe. Do not send, disclose, or install anything. Verify using a known channel.
A changed bank account, payment detail, or approval instruction A convincing impersonation can target business payment workflows as well as personal transfers. Confirm the change through a second channel and follow the normal approval process.
An unfamiliar number, unexpected account, mismatched web address, or request to switch apps Names and caller ID can be spoofed, and a lookalike address may lead to an unrelated site. Do not use the supplied link or number. Open the known account or official site yourself.
Unnatural pauses, clipped breaths, metallic or flat sound, odd pronunciation, lag, or emotion that does not fit the words These can occur in generated audio, but compression, poor reception, editing, and ordinary speech can cause similar effects. Use the sound as a reason to verify—not as a verdict about how the audio was made.
Unnatural movement, lip-sync mismatch, odd lighting, distorted details, or a watermark Visual inconsistencies may be clues, but video processing and recording conditions can also create artifacts. Do not rely on the clip alone to authorize a sensitive action.
The person refuses a normal callback or the request conflicts with their usual behavior Resistance to a routine check can matter more than whether a voice seems familiar. End the interaction and reach them using contact information you already have.

Can scammers clone someone’s voice, and can I recognize the result?

A voice clone can imitate a person well enough that familiarity is not a safe identity check. A short, emotional, or noisy clip may leave too little context to assess, and audio quality can change how a voice sounds. Treat apparent familiarity as one observation, not proof.

Listen for artifacts only as prompts to pause. Unnatural timing, clipped breaths, a metallic timbre, unusual pronunciation, lag, or a mismatch between the words and the emotion may seem suspicious. But there is no single sound that confirms a deepfake: network delay, a poor microphone, compression, background noise, fatigue, or an ordinary speaking variation may produce similar impressions. Conversely, a polished recording can still be deceptive.

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Do not ask a caller to repeat a phrase and treat a plausible answer as authentication. A better check is to end the call and call back using a saved number. For a family emergency, you can also ask a question that only the real person should be able to answer, but use that as an additional check rather than a substitute for reaching them through a trusted channel.

How can I check a suspicious text, voicemail, or video?

Start with the requested action, not a hunt for a perfect AI-detection clue. Inspecting a message can help you spot risk, but independent verification is what lets you decide whether to trust the request.

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For a text or email

  • Look at the complete sender address or account details, not just the displayed name. A familiar name can be attached to an unfamiliar address.
  • Read the actual destination of a link before opening it. A mismatch, unexpected domain, or urgent instruction to sign in is a reason to stop; do not use a link in a suspicious message.
  • Notice pressure to disclose a password or authentication code, pay in an unusual way, or move the conversation to another app. Do not reply with sensitive information to test the sender.
  • Open the service’s known app or type its familiar official address yourself, then check for the claimed alert or request there.

For a voicemail or voice note

  • Check whether the message is expected and whether its request fits the sender’s normal behavior.
  • Notice audio irregularities, but do not treat any one of them as proof. A voicemail may be compressed or recorded under poor conditions.
  • If it asks for urgent action, do not use the number or link it provides. Call the person using a previously saved number or start a new conversation in an account you already know is theirs.

For a video or image

  • Watch for lip-sync mismatch, unnatural movement, odd lighting, or distorted details in faces or hands.
  • Check whether the image or clip is expected and whether the claim can be confirmed somewhere independent of that media.
  • Do not approve a payment, disclose a code, or grant access solely because you saw a recognizable person on screen.

In all three cases, caller ID, a familiar display name, and apparent visual or vocal likeness can be misleading. The sender’s claim should be checked separately from the media used to make it.

What should I do if a family member texts or calls asking for money?

Do not send money while the story is being checked. An urgent request may be real, but urgency and a familiar voice are not substitutes for confirmation.

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  1. Pause the transaction. Do not send money, buy gift cards, transfer cryptocurrency, share an authentication code, or keep the request secret just because the message says there is an emergency.
  2. End the interaction. Hang up or stop replying. Do not use a callback number, link, or attachment supplied in the suspicious contact.
  3. Reach the person independently. Call a number already saved in your contacts, start a fresh chat in an account you know belongs to them, or contact another trusted family member. If you have agreed on a family safe word, use it as an additional check.
  4. Check the story rather than debating the audio. Ask whether the person made the request and confirm the specific amount, recipient, or situation through the trusted channel.
  5. Only act after confirmation. If the person cannot be reached, wait rather than making an irreversible payment under pressure.

A safe word can be useful for a family that plans one in advance, but it should not become a new secret to disclose to an unverified caller. Do not send a safe word in response to a suspicious message; use it only within a conversation you initiated through a known route.

How should a business verify a payment change or executive request?

Use the organization’s established controls, not the apparent identity of the person making the request. A voice or video call should not bypass required approvals or replace normal payment-change verification.

  1. Stop the requested change. Do not update bank details, release funds, share access, or alter account security based only on an unexpected call or message.
  2. Use a separate channel. Call a known business contact using a number in your directory or existing records. Do not call a number included in the change request.
  3. Confirm the exact details. Verify the beneficiary, account or payment information, amount, and reason—not just that someone remembers discussing a change.
  4. Follow the normal approval process. Require the usual second review or authorization. An urgent request to skip it is a warning sign, not an exception to the control.
  5. Preserve the request. Keep the message and relevant transaction details so your security or finance team can review and report it.

These checks address both AI impersonation and conventional fraud. They do not require a business to prove that a voice was generated before following its payment controls.

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Are deepfake detectors accurate enough to decide whether a call is real?

No detector should be treated as a final identity check. Automated systems may estimate whether media resembles generated or manipulated content, but that is different from confirming who sent it or whether a request is legitimate.

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The FTC’s April 30, 2024, discussion of voice-cloning responses describes prevention or authentication, real-time detection, and evaluation after use. It also notes that no single solution addresses every risk and that studies show a spectrum of efficacy for real-time voice-clone detection. There is no defensible universal accuracy figure for either human listeners or automated detectors in the official sources cited here.

Detection performance can vary with the attack, language, codec, recording quality, and tool. A result that labels a clip suspicious does not establish who made it; a result that does not flag it does not establish that it is authentic. For an important decision, use a detector, if at all, as one input in a broader verification process—not as permission to transfer money or disclose credentials.

What should I compare when evaluating a detection service?

Check what the service is designed to do and how its result fits your workflow. A system that estimates likelihood is not necessarily authenticating the source or proving provenance.

Evaluation question Why it matters
Does it support text, audio, video, or only some of them? A service may not assess the type of content you need to review.
How does it handle false positives and false negatives? A suspicious result may be wrong, and a clean result may miss a deceptive clip. Look for a clear explanation of uncertainty and escalation steps.
Does it authenticate provenance or estimate likelihood? These are different claims. A likelihood estimate is not proof of a person’s identity or of an unaltered recording.
What languages and accents are covered? Support may not transfer across languages, accents, or speaking styles.
What happens to uploaded media? Understand privacy, retention, and access practices before uploading a private voice note or business recording.
Can you understand, report, and export the result? Explainability and records can matter when escalating an incident or documenting a decision.
Who is the intended user? A tool built for investigators or enterprise workflows may not be suitable for a consumer trying to check one call.
Does it fit an independent-verification workflow? The useful outcome is a safer decision, not merely a score or label.
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What if I already replied, clicked a link, or sent money?

Act promptly through the official channel for the account, device, or payment method involved. The right recovery step depends on what you shared or did, so explain that clearly when contacting the provider.

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  • If you transferred money or shared payment details: Contact your bank, card issuer, or payment service immediately. Ask whether the transfer can be stopped or recalled, and explain that you suspect impersonation.
  • If you shared a password or login code: From a clean device, change the affected password, revoke active sessions, and secure any other account that reused it. Never send another code to someone claiming to help recover the account.
  • If an account may be taken over: Use the platform’s official recovery and reporting route. Enable phishing-resistant multifactor authentication, such as a FIDO security key, where supported. CISA identified phishing-resistant MFA as strong protection against phishing and account takeover in its September 26, 2024 guidance.
  • If you clicked a link or opened an attachment: Avoid entering further credentials. Scan the device and seek help through a trusted support channel if you see unexpected behavior or believe software was installed.
  • If you received the suspicious contact: Report it to the platform and relevant authorities. Preserve the original evidence before deleting the message or voicemail.

What evidence should I keep when reporting an impersonation?

Preserve what you received and the details needed to reconstruct what happened. Do not edit the original recording or message if you can retain it safely.

  • The original text, email, voicemail, audio, video, or attachment.
  • Full sender details, phone number, email address, account name, and any web address included in the contact.
  • The date and time of the contact, along with relevant call or message timestamps.
  • What the sender asked you to do, whether you replied, and any money, credentials, or access you provided.
  • Payment details, transaction references, and the time you contacted your bank or platform.

Use official reporting and support channels reached independently. Do not forward a suspicious attachment to a new recipient or post a private recording publicly simply to ask whether it is AI-generated.

Frequently Asked Questions

Can caller ID be faked even if it shows a family member’s name?

Yes. Caller ID can be spoofed, so the displayed name or number is not proof of who is calling. End the call and dial the number you already have saved for that person.

Should I use a family safe word to verify an emergency call?

A family safe word can add a check if you agreed on it beforehand, but it is not a replacement for calling back through a known number. Avoid sharing the word with an unverified caller or sending it in a reply.

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Can I trust a detector that says a voice recording is authentic?

Not as proof of identity. Detection tools may estimate whether media is synthetic or manipulated, and their performance varies; they do not necessarily establish who made the recording or whether the request is legitimate.

What should I do if the caller says I must keep the emergency secret?

Treat secrecy combined with pressure to act as a serious warning sign. End the contact and verify the story with the person or another trusted contact using a route you choose.

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