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What the evidence can—and cannot—tell you
The Federal Trade Commission (FTC) explicitly warns that social platforms do not always thoroughly vet advertisements or the advertisers behind them. Platform approval, ad placement, a large follower count, or a familiar-looking logo therefore cannot substitute for checking the seller yourself.
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The scale of the problem is substantial, but the available statistics measure different things and must not be combined:
- Consumers reported $2.1 billion in losses to scams that started on social media during 2025, according to an FTC data announcement published in 2026.
- Nearly 30% of people who reported losing money to a scam said it started on social media in 2025. These are reported experiences, not a census of every scam.
- The FTC separately reported more than $95 million in losses during 2025 from scams that began when someone ordered something after seeing an advertisement on social media.
- More than 40% of people who lost money to a social-media scam said it began with ordering something they saw in an ad.
The $2.1 billion figure covers scams that started on social media generally. The $95 million figure covers a narrower shopping pathway. They have different scopes and should not be added together or treated as a platform-specific ad-loss rate.
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Reported losses by platform also cannot answer the question “Which service has the highest scam-ad probability?” In the FTC’s 2025 reported social-platform loss data, Facebook was highest, followed by WhatsApp and Instagram. That ordering is not a three-way comparison of TikTok, Instagram, and YouTube paid-ad prevalence: the figures lack compatible denominators such as the number of ads shown, buyers reached, or transactions completed on each service.
In a March 2023 announcement about its inquiry into social-media advertising practices, FTC Bureau of Consumer Protection Director Samuel Levine said: “Social media has been a gold mine for scammers who tout sham products and other scams that have cost consumers enormously in recent years.” That statement describes the broad threat; it is not a current ranking of these three platforms.
TikTok, Instagram and YouTube: what can be compared responsibly
A useful comparison separates three questions: what each company says its ad rules prohibit, what transparency or reporting tools a user can access, and whether independent data measures actual scam prevalence. Public sources provide uneven answers to the first two and no compatible probability measure for all three.
| Platform | Stated ad rules and controls | Transparency or reporting access | What public evidence establishes |
|---|---|---|---|
| TikTok | Its deceptive-practices policy, updated August 2025, prohibits misleading claims and offers at unreasonably low prices intended to obtain money or personal data through fraud. Its intellectual-property guidance separates ad-library transparency from enforcement. | TikTok describes its Ad Library as a transparency tool. Suspected intellectual-property or policy violations must be reported through the relevant reporting route; an ad-library listing is not an approval certificate. | Rules and tools exist. No comparable public rate of scam ads or per-ad loss risk is established. |
| The FTC included Instagram in its 2023 inquiry into how major platforms screen and monitor paid advertising. The inquiry sought information; it did not produce an Instagram-specific scam-ad rate in the cited material. | Users can report suspicious ads or accounts through Instagram’s in-app reporting controls. The cited evidence does not establish that reporting or review catches every fraudulent ad. | No comparable Instagram-specific prevalence or loss rate is provided. | |
| YouTube | Google publishes policies against misrepresentation and phishing and says ad review uses automated systems and human evaluation. Policy language explains prohibited conduct, not the percentage of scams prevented. | Google’s Ads Transparency Center can locate active Google-published ads, including YouTube ads, by advertiser or website. A listing shows that an ad was published; it does not certify the seller or offer. | Policy, review descriptions and a transparency tool are documented. No compatible YouTube scam-ad probability is established. |
The FTC’s 2023 platform orders were information requests about screening and disclosure practices. They are not proof that those practices are either effective or ineffective. Similarly, a platform’s promise to use artificial intelligence, human review, or enforcement policies does not show how often deceptive ads reach viewers.
How to assess an ad before clicking or buying
Use the same process regardless of whether the creative appears between TikTok videos, in an Instagram feed or Story, or before a YouTube video.
1. Identify the actual seller
Do not assume the brand shown in the image, the creator’s name, or the account handle is the business taking your money. Look for the legal or trading name on the landing page, checkout page, terms, privacy notice, and contact details. A genuine brand may use an authorized retailer, distributor, marketplace seller, or fulfillment company; the ad should make that relationship understandable.
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Search the seller’s name together with scam, complaint, and review. Check whether independent sources consistently describe the same address, phone number, domain, product range, and ownership. A handful of glowing testimonials on the seller’s own page is not independent verification.
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Open the brand’s established official site by typing its address yourself or using a bookmark—not by following the ad. Check whether the site names the advertised seller as an authorized retailer or links to the promotion. If the brand has no record of the seller, contact it through details published on the known site before ordering.
3. Compare the price and the terms
Compare the advertised price, shipping, taxes, subscription conditions, return window, and warranty with established sellers. An extreme discount on a familiar brand is a warning sign, especially when a countdown timer says the price will disappear in minutes. A low price can be legitimate during a clearance or introductory promotion, but the seller should be able to explain it and provide ordinary payment and return terms.
Read the total cost before entering payment details. “Free” trials that silently convert to recurring charges, unusually expensive shipping, pre-checked add-ons, and terms that contradict the ad are reasons to stop.
4. Inspect the destination domain
Look closely at the address bar after the click. Misspellings, extra words, unusual country-code domains, hyphens inserted into a brand name, and lookalike characters can indicate impersonation. A secure connection (the padlock) only encrypts the connection; it does not prove that the operator is honest.
Do not enter a password, card number, government identifier, or account-recovery code merely because a page resembles a known company. If you reached a login page from an ad, close it and navigate to the service’s known site independently.
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5. Challenge the claim, not just the design
Be skeptical of guaranteed investment returns, miracle health outcomes, “secret” cures, risk-free income, and claims that demand immediate action. Celebrity or creator endorsements can be copied, fabricated, or presented without the person’s permission. The FTC’s advertising principles require claims to be truthful and supported by evidence; verify material claims through a regulator, the manufacturer, a qualified professional, or reliable independent reporting.
Urgency is a sales technique, not evidence. A ticking clock, “only two left” message, or warning that your account will be closed should not change your verification steps.
6. Check who is paying for the ad
Where available, open the platform’s ad-information panel or transparency library and record the advertiser name, website, creative, and dates. Compare those details with the seller on the landing page. A library can reveal that several nearly identical ads are being run by unrelated accounts or that an advertiser’s name does not match the brand being promoted.
Do not interpret inclusion in a library as certification. TikTok describes its Ad Library as a transparency tool rather than an enforcement tool. Google’s Ads Transparency Center helps locate active Google-published ads by advertiser or website; it does not guarantee that the offer is genuine.
7. Choose a reversible payment method
For an online purchase, the FTC says a credit card generally provides the strongest dispute protections if an item never arrives or is misrepresented. Keep the invoice, order confirmation, seller’s terms, screenshots, messages, and the exact URL.
Stop if a seller insists on gift cards, wire transfers, cryptocurrency, or a payment app when you have no established relationship. Those methods can be difficult to reverse. A request to move the conversation to a private messenger, pay a “refundable” release fee, or send money to a person rather than the named business is another strong warning sign.
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8. Pause when sensitive information is requested
Ask why the seller needs your date of birth, government identifier, full account credentials, one-time authentication code, or a photograph of an identity document. A product order rarely requires a login password or a security code from another service. If the request is unnecessary, leave the page.
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TikTok
TikTok’s August 2025 deceptive-practices policy addresses misleading claims and implausibly low offers intended to take money or personal data. Use that rule as a reporting basis, not as proof that every ad was fully vetted. If the creative appears to copy a trademark or product image, TikTok’s guidance distinguishes intellectual-property reporting from the Ad Library; report the suspected infringement through the separate enforcement channel.
Before buying from a TikTok ad, open the profile and check whether its history, contact details, and linked domain are consistent. A newly created account, comments disabled on every post, or a sudden switch from unrelated content to high-pressure sales does not prove fraud, but it raises the verification burden.
The FTC’s inquiry includes Instagram but does not supply an Instagram-specific scam rate. Treat the blue check, polished imagery, follower count, and creator collaboration as identity clues—not as a guarantee of the merchant’s legitimacy. Verify the destination domain outside the app and check the seller’s name against the brand’s known site.
Use Instagram’s in-app controls to report a suspicious advertisement, account, impersonation, or message. Save screenshots first because a post or Story may disappear after reporting.
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YouTube
Google’s policies prohibit misrepresentation and phishing, and Google says its review combines automated systems with human evaluation. That review can reduce abuse without catching every deceptive campaign. Check the advertiser and destination independently rather than relying on a pre-roll or channel’s reputation.
Use the Ads Transparency Center when you need to identify active Google-published ads by advertiser or website. Record the result, then compare it with the checkout business. A real advertiser record does not establish that the product exists, that the testimonials are authentic, or that the promised outcome is possible.
Warning signs that deserve a hard stop
- The price is far below what established sellers charge and the explanation is vague.
- The seller impersonates a known brand, public figure, charity, or government service.
- The domain is a misspelled or lookalike version of a familiar name.
- The offer promises guaranteed returns, instant cures, or effortless income.
- A countdown, limited-stock message, or threat of account closure pressures you to skip checks.
- The seller requests a gift card, wire transfer, cryptocurrency, payment-app transfer, or an unusual “verification” fee.
- You are asked for a password, one-time code, identity document, or financial information unrelated to the transaction.
- Contact information is missing, inconsistent, or limited to a disposable email address or private chat.
- Reviews are identical, all posted recently, or impossible to verify outside the seller’s site.
One sign can have an innocent explanation; several together justify leaving. Do not let money already spent, a discount deadline, or embarrassment push you into sending more information.
What to do if you clicked, paid, or shared information
If you only clicked
Close the page, do not download a file, and do not enter credentials. If a browser notification or pop-up was enabled, remove that permission in the browser’s site settings. Report the advertisement or account through the platform.
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Change the password from the service’s known website, sign out other sessions, and enable multifactor authentication. If you reused that password elsewhere, change those accounts too. Never share a replacement code with someone who contacts you claiming to be support.
If you shared identity information
Review accounts and statements for unfamiliar activity and follow the official recovery guidance at IdentityTheft.gov. Contact affected institutions using phone numbers from their official websites or statements, not from the ad or a follow-up message.
If you sent money or placed an order
Contact the card issuer, bank, payment service, or cryptocurrency provider immediately and ask what dispute, recall, or account-lock options are available. Credit-card protections are generally stronger for non-delivery or misrepresentation, but deadlines and procedures vary. Preserve the order page, receipts, transaction IDs, emails, chat logs, screenshots, and URLs.
Report the scam
Report the ad or account to TikTok, Instagram, or YouTube, then submit a report to the FTC at ReportFraud.ftc.gov. Include the seller identity, destination domain, payment method, dates, and copies of the creative and correspondence. A report may help investigators connect complaints even when it cannot recover the money.
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A practical risk decision
Use this three-level decision before checkout:
| Result of your checks | Action |
|---|---|
| Lower concern: identifiable seller, independently confirmed authorization, ordinary pricing, consistent domain and terms, evidence-backed claims, and a reversible payment method. | Proceed only if you understand the total cost and return conditions. Keep records. |
| Unresolved: seller identity or authorization is unclear, the discount is unusually large, reviews are thin, or the ad makes claims you cannot verify. | Do not buy yet. Contact the brand through its known site or choose an established seller. |
| High risk: impersonation, lookalike domain, guaranteed outcome, urgent pressure, sensitive-data request, or irreversible payment demand. | Leave immediately, report the ad, and do not continue a private conversation with the seller. |
The platform is only one input to this decision. Because public data does not provide compatible denominators or platform-specific paid-ad scam rates for TikTok, Instagram, and YouTube, a platform league table would create false confidence. The repeatable checks above are more useful than choosing a service based on an unsupported “safest” label.
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