False Made in USA Advertising Claims Linked to AI Shopping Chatbots

False advertising claims involving the "Made in USA" label are nothing new, but a recent investigation suggests the problem may now be built directly into the AI tools consumers use to shop.

Instead of typing a search term into a plain search bar, many shoppers now ask a retailer's AI assistant to find and compare products, and in some cases even place items in a cart automatically. A July 2026 report from Columbia Law School's Center for Law and the Economy examined the AI shopping chatbots used by Amazon and Walmart, two of the largest retailers in the country. The resulting report found that these tools can identify false "Made in USA" claims with a high degree of accuracy. According to the report, however, the companies deploying these AI tools have not used that capability to protect shoppers from the fraud.

If the reports are accurate, this raises serious legal questions under both federal and state consumer protection law, and it may open the door to new class action claims. Contact our consumer fraud lawyers to learn more.

Why Made in USA Labels Matter

Many American consumers actively look for domestically manufactured goods. According to research cited in the Columbia investigation, a majority of Americans say they intentionally seek out products made in the United States, and roughly 65 percent are willing to pay a premium of 10 percent or more for the label. Shoppers say they want to support American workers, strengthen local manufacturing, and keep jobs in their communities.

Because that label carries real value, federal law treats a false "Made in USA" claim as a serious form of deceptive advertising. Under the Federal Trade Commission's Made in USA Labeling Rule, a product can only carry an unqualified "Made in USA" claim if:

• The final assembly or processing happens in the United States
• All significant manufacturing steps occur domestically
• All or virtually all components and materials are sourced in the United States

A company that violates this standard can face civil penalties of thousands of dollars per violation, per day. California has its own version of this rule that is even stricter, generally allowing no more than five percent foreign content in a product labeled as American made.

What the Investigation Found

Researchers tested the AI shopping assistants used by two major national retailers by asking them direct questions about product origin. According to the report, both tools were able to identify obvious mismatches, such as a product listed as "Made in USA" in its title while the product details page separately described it as "imported." In several instances, the chatbot reportedly acknowledged that the promotional content containing the false claim had been generated by the retailer itself, not a third-party seller.

One chatbot reportedly went further, conducting what researchers described as a credibility analysis of "Made in USA" claims, including reviewing pricing patterns and seller information to flag likely fraud, all without being specifically asked to perform that kind of investigation.

Perhaps the most notable finding involved how differently these systems responded depending on the country being searched. According to the report, when researchers asked one shopping assistant to show products made in China, it produced a full, detailed comparison. When researchers asked the same assistant for equivalent products made in the USA, it responded that it did not have access to that information. Researchers say they were able to work around this limitation with a simple change in phrasing, at which point the assistant produced complete results for genuinely American made products. This suggests, according to the report, that the refusal was not caused by a lack of data but perhaps by a deliberate design choice.

It is important to note that these findings come from a third party research investigation, and the retailers involved have not been found liable for any violation by a court. According to the report, both companies were contacted for comment prior to publication and did not respond, correct any facts, or dispute the findings.

Why This Could Lead to Consumer Protection Class Actions

If a retailer's own AI system has the capability to detect a false origin claim and takes no action, that pattern of conduct could support several types of legal claims.

• Federal Trade Commission Act violations. Deceptive or unfair practices that mislead a reasonable consumer can form the basis of an enforcement action, and increasingly, private litigation that mirrors the standards the FTC applies.
• State consumer protection statutes. Most states have their own version of the FTC Act, often called an Unfair or Deceptive Acts and Practices law. California's Unfair Competition Law and Consumers Legal Remedies Act both allow individual consumers to bring claims, including class action claims, over false origin labeling. Unlike some federal claims, many of these state laws do not require proof that a company intended to deceive shoppers. It is often enough to show that a reasonable consumer was likely to be misled.
• Class action liability. Because false "Made in USA" labeling tends to affect large numbers of shoppers who paid a premium for the same mislabeled product, these cases are often well suited to class action treatment.
• Section 230 does not automatically apply. Some platforms attempt to avoid liability by arguing they are simply hosting content created by outside sellers. However, legal protections for third party content generally do not extend to content, promotional charts, or AI generated statements that a platform creates itself. If a retailer's own AI system generates a comparison chart or answer that includes a false origin claim, that content may not be shielded the way user generated content typically is.

What This Means for Shoppers

If you have purchased a product advertised as "Made in USA" from a major online retailer, it is worth taking a closer look at the listing. Some practical steps include:

• Check the product details section of the listing, not just the title or main image, since origin discrepancies are often buried there
• Save screenshots of the listing, including any language describing the product as "Made in USA," "American Made," or similar phrasing
• Keep your receipt or order confirmation showing the price paid
• Note whether you specifically searched for or asked an AI shopping assistant for American made products before purchasing

Consumers who paid a premium price based on a false origin claim may have suffered a real financial injury, separate from any concern about supporting domestic manufacturing. That financial harm is often the foundation of a consumer protection claim.

The Role of AI in Retail

This investigation touches on a larger question about the role AI now plays in retail. As agentic AI tools move from simply answering questions to actively making purchasing decisions and filling shopping carts, the responsibility these platforms carry only grows. A retailer that already has the technology to detect fraudulent listings, but does not use it, may be making a business decision rather than facing a technical limitation.

American manufacturers who follow the rules are harmed too. When falsely labeled products compete on price against genuine American made goods, honest businesses can lose sales to listings that were never entitled to the "Made in USA" label in the first place.

Why Choose The Lyon Firm

The Lyon Firm has spent more than two decades representing consumers in complex class action litigation, including cases involving deceptive marketing and false advertising claims against major national retailers. Our firm has previously investigated and pursued claims specifically involving false "Made in USA" representations, and we understand how to build these cases against companies with significant legal resources.

Our consumer fraud attorneys take on large corporations directly, and we represent plaintiffs nationwide in class action litigation. If you believe you were misled by a retailer’s AI chatbot or paid a premium for a product falsely marketed as American made, our team can help you understand whether you have a claim and what compensation may be available. Contact The Lyon Firm today for a free, no obligation consultation to discuss your options.

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This article summarizes findings from a third-party investigative report and publicly available sources. References to specific companies like Amazon and Walmart reflect claims and findings reported by outside researchers and do not represent a legal determination of wrongdoing by any company named or described.