Fake Shopping Websites: A Pre-Purchase Checklist for AI-Era Stores
AI lets scammers build polished stores in an afternoon — but a fake store cannot fake a track record. A nine-step pre-purchase checklist built on the FTC’s online shopping guidance.
The advert looked professional, the store looked polished, the price looked impossible — and the parcel never came. AI has made it cheap to build a storefront that looks established: product photos, reviews, even a friendly chatbot answering questions. The FBI’s Internet Crime Complaint Center (IC3) warns that criminals use generative AI to create content for fraudulent websites and generate images for non-delivery schemes and counterfeit products. The good news: a fake store still cannot fake the boring details of a real business. This pre-purchase checklist, built on the US Federal Trade Commission’s online shopping guidance, walks through those details in order. It is part of our complete guide to AI scams and deepfake protection.
Highlights
- Search the name first: the FTC advises searching the company or product name with “complaint” or “scam” before you buy.
- A bargain brand-name item is a warning, not a win: the FTC notes expensive brand-name items at bargain prices could be counterfeit or stolen.
- https does not mean honest: the FTC states the padlock only shows the connection is encrypted — “Scammers know how to encrypt sites, too.”
- Payment method is the real safety net: pay by credit card where possible, and never buy from sellers who insist on gift cards, wire transfers, payment apps or cryptocurrency only.
Why fake stores look real now
Building a convincing shop used to take the one thing scammers were short of: effort. Today, according to the FBI’s December 2024 announcement on generative AI fraud, criminals use AI to write content for fraudulent websites, embed chatbots that nudge visitors towards malicious links, and generate images for profiles, products and non-delivery schemes. The store can answer your questions at 3 a.m., show you five lifestyle photos of a jacket that does not exist, and publish a page of glowing reviews before lunch. None of that is evidence of a business. It is evidence of a tool. So stop auditing the storefront and start auditing the things AI cannot invent: history, accountability and payment behaviour.
The pre-purchase checklist
1. Search the store’s name plus “scam” or “complaint”. The FTC’s first move is research: compare prices across sellers, read reviews from a wide variety of sites, consider who wrote them, and remember that reviews can be faked — glowing and negative alike. A real store accumulates a messy trail across the internet over time; a fake one has a beautiful website and almost nothing else.
2. Read the full product description, including the dull words. The FTC warns that terms like “refurbished”, “vintage” and “close-out” may signal less-than-perfect condition, and that fine print can change what you are actually buying. AI store copy is fluent but generic — check whether the page commits to specifics: materials, dimensions, compatibility, what is in the box.
3. Calculate the total cost, not the headline price. The FTC advises learning the overall cost including shipping and fees before checkout. Fake stores often recover their “discount” in shipping charges that appear on the final screen.
4. Check the shipping promise. Under FTC rules, sellers must ship as promised in their advertising — and if no time is stated, they must ship within 30 days of receiving your name, address and payment. A store with no clear delivery window at all is telling you something.
5. Read the returns policy before you need it. The FTC says to confirm whether returns for a full refund are possible, who pays return shipping, how many days you have, and whether restocking fees apply — noting that sale and clearance terms often differ from regular prices. A fake store’s policy page is often copied, vague, or missing entirely, because returns are the one transaction it never intends to honour.
6. Treat the padlock correctly. The “s” in https means data travelling to the site is encrypted — it does not mean the site is legitimate. As the FTC puts it: “Scammers know how to encrypt sites, too.” A polished, secure-looking connection to a criminal is still a connection to a criminal.
7. Pay by credit card whenever possible. The FTC is explicit that credit cards give you rights other methods do not: if you are charged twice, billed for merchandise you never received, or sent the wrong or defective item, you can dispute the charge. If there is an error, act immediately and follow up with a letter that reaches the card company within 60 days of the first bill showing the charge.
8. Refuse the forbidden payment list. The FTC’s rule deserves to be quoted in full: never buy from online sellers if they direct you to pay only with gift cards, wire transfers such as Western Union or MoneyGram, a payment app, or cryptocurrency. A store that fears chargebacks is a store planning not to deliver.
9. Keep records from the moment you order. Save the company’s name and website, what you ordered and when, the price, the return policy, the shipping promise and date, and every message exchanged, plus your card or bank statements. The FTC notes these records are exactly what you need if something goes wrong. If it does go wrong, follow the recovery steps in our guide on what to do in the first 24 hours, and report the store at ReportFraud.ftc.gov.
A word on adverts and famous faces
Many fake stores are discovered through adverts — including adverts where a celebrity appears to endorse the product. The IC3 warns that AI-generated images of celebrities and social personas are used to promote counterfeit products and non-delivery schemes, which is why our guide to deepfake adverts treats any famous-face endorsement as a claim to verify, never as proof. If the only path to the store is one advert on one platform, and the store itself appears to have been built last week, you have your answer regardless of how good the jacket looks.
What this means
The deepest change AI brings to shopping fraud is not technical, it is economic. A convincing storefront used to be expensive, so a scammer needed many victims per store to profit, and stores lived long enough to accumulate complaints. Generative AI collapsed the cost, which inverts the tell: now the danger sign is a store with no history at all — no trail of mixed reviews, no presence outside its own pages, no accountable policies. Real businesses are messy in public over years. Fake ones are perfect in private for a weekend. That is why the FTC’s guidance, written before the AI wave, survives it so well: searching for complaints, reading return terms, checking the shipping promise and paying by credit card are all tests of accountability, and accountability is precisely what a disposable AI storefront cannot manufacture.
For US readers, the payment point deserves the strongest emphasis. The difference between a bad purchase and a stolen one is usually the rail the money travelled on. Credit cards carry federal dispute rights; gift cards, wires, payment apps and cryptocurrency largely do not — which is why the FTC flatly says never to buy from sellers who insist on those methods only. Compared honestly, the two minutes this checklist takes are trivial next to the hours a chargeback fight takes, and the near-impossibility of recovering a gift-card payment. Shopping online is not becoming dangerous; it is becoming unverifiable at a glance. The shoppers who adapt will not be the most suspicious people — they will be the ones who made nine quick checks a habit, the same way they learned to check a seller’s rating a generation ago. Build the habit before the holiday sales, when the fake stores multiply and the discounts — real and fabricated alike — start shouting.
One distinction is worth keeping: buying through a large marketplace is not the same risk as buying from a standalone store an advert sent you to. Marketplaces add their own guarantees, seller histories and dispute processes — imperfect, but real. The disposable AI storefront offers none of that scaffolding, which is why this checklist matters most exactly where shoppers feel most rushed: the too-cheap product, on the unfamiliar site, at the end of a long scroll.
Bottom line
A fake store cannot fake a history. Buy from shops with a trail — mixed reviews, a presence outside their own pages, time in business — and let AI-polished newcomers earn your card details slowly.
Read Next
- AI Scams and Deepfake Protection: The Complete Guide
- AI Phishing Emails and Texts: Why They Read Perfectly Now — and How to Check Them
Sources
- US Federal Trade Commission — Online Shopping (accessed 7 November 2026)
- FBI Internet Crime Complaint Center — Criminals Use Generative Artificial Intelligence to Facilitate Financial Fraud (PSA I-120324-PSA, 3 December 2024) (accessed 7 November 2026)
