Usually, start with the seller or business that published or adopted the listing. Using AI to write a product description does not, by itself, transfer responsibility for its claims to the AI provider or marketplace. The answer can change with the country, who controlled or presented the claim, the marketplace’s role, and whether the problem is a misleading description, a defective product, or harm caused by that defect.
Who should answer for a false or misleading listing?
For a buyer-facing product claim, the seller is the practical starting point if the seller supplied, approved, published, or continued to use the description. The key question is not simply whether AI wrote the words; it is who put the claim before the buyer and what legal duty applies to it. The Federal Trade Commission’s November 2024 consumer guidance tells buyers to review the seller’s description, contact the seller with questions, and contact the marketplace if the problem is not resolved. That guidance is not a ruling on every legal claim, but it reflects the seller’s central role in the transaction.
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There is no single global rule assigning every AI-generated listing error to one party. A mistake about a product’s size or compatibility, a false safety claim, and a defect that causes injury raise different issues. The evidence also matters: whether the seller reviewed the text, whether the marketplace changed or presented it as its own, and what loss followed.
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| Party | Why it may matter | What does not follow automatically |
|---|---|---|
| Seller or merchant | The seller is the practical first contact for claims in its listing and for a mismatch between the description and the item delivered. | AI-generated wording does not, by itself, establish that the seller is legally liable; the applicable law and facts determine that. |
| Marketplace operator | Its own policies, refund or dispute services, conduct, and presentation of the listing may matter. In the EU, marketplace duties also include trader traceability and interface requirements. | A marketplace is not automatically responsible for every seller claim, nor is it categorically immune in every situation. |
| AI tool provider | The provider’s role could be relevant under a separate legal theory or in particular facts. | The reviewed official sources do not establish a general rule making a model provider responsible for ordinary inaccuracies in a seller’s listing. |
| Manufacturer or other product-liability party | If the physical product is defective and causes legally covered damage, product-liability rules may apply separately from listing accuracy. | Product-liability rules are not a blanket route to compensation for every inaccurate product description. |
When can the marketplace be responsible?
Marketplace policies and services vary. The FTC’s November 2024 guidance notes that some marketplaces leave payment, returns, refunds, and delivery disputes to buyers and sellers, while others offer processes that may help obtain a refund when an item is not as advertised. For a particular purchase, check the platform’s terms and the remedies it actually offers; a marketplace’s involvement in a refund process is not the same question as legal liability for the listing.
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United States: seller traceability is not listing approval
The INFORM Consumers Act requires covered online marketplaces to collect and verify information about qualifying high-volume third-party sellers, disclose specified seller information when statutory conditions are met, and provide a way to report suspicious activity. Under the FTC’s January 2025 guidance, the high-volume definition includes both at least 200 transactions and at least $5,000 in gross revenue during a qualifying 12-month period. A separate disclosure threshold applies when a seller has at least $20,000 in annual gross revenue on a particular marketplace.
These requirements can help buyers identify or report certain sellers. They do not mean the marketplace has fact-checked or certified every statement in a listing. The reporting mechanism is for suspicious marketplace activity, not a guarantee that an individual dispute will be resolved in a buyer’s favor.
European Union: platform duties depend on the platform’s conduct
The Digital Services Act (DSA) includes duties for covered online marketplaces to obtain trader information and design interfaces that let traders supply legally required information, including pre-contractual, compliance, and product-safety information. The European Commission’s 2025 staff document describes these requirements as part of marketplace responsibilities; they are not a general promise that every product description is accurate.
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The DSA’s hosting-liability framework is conditional. In specified consumer-contract situations, a platform may not benefit from the hosting exemption if it presents transaction information in a way that leads consumers to believe the information came from the platform itself or from traders acting under its authority or control. Whether that condition is met depends on the circumstances; a listing merely appearing on a marketplace does not, on its own, settle the question.
When is the issue product liability rather than listing accuracy?
A description can be wrong even when the product is not defective. For example, an inaccurate compatibility claim may lead to a return dispute, while a physical defect that causes injury raises a different kind of claim. Keep those questions separate: a remedy for a misleading or mismatched listing is not automatically a product-liability claim, and an inaccurate description alone does not establish product-defect damages.
For the revised EU Product Liability Directive (Directive (EU) 2024/2853), the European Commission identifies the manufacturer as the primary party for compensation for damage caused by a defective product. Depending on the circumstances, other economic operators—including importers, authorised representatives, fulfillment service providers, and distributors—may also be relevant. An online platform may be liable if it acts as one of the directive’s defined economic operators; a mere intermediary may face liability only under specified conditions.
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The timing matters. The revised directive entered into force on 8 December 2024, but Member States have until 9 December 2026 to transpose it. It applies to products placed on the market from 9 December 2026; the prior directive applies to products placed on the market earlier. Do not assume the revised regime governs every earlier purchase or product.
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Not automatically on the facts described here. The official sources cited above do not establish a general rule that the company providing a text-generation model owns every factual error in a seller’s prompt or listing. The EU AI Act addresses responsibilities and enforcement for covered operators, while product-liability law can address defective products, including software and AI systems, when the relevant requirements are met. Those are distinct questions from whether a merchant made a misleading claim to a buyer.
Responsibility in a particular case could depend on the AI provider’s actual role, the seller’s instructions and review, the marketplace’s edits or presentation, and the legal claim being made. The mere fact that a tool generated the wording is not enough, by itself, to identify the liable party.
Quick Recap
What to do if an AI-written listing is wrong
- Preserve the evidence. Save the listing or screenshots and note when it appeared. Keep the order confirmation, product packaging or label, photographs, and messages with the seller or marketplace.
- Pinpoint the error. Quote the specific claim that is inaccurate and compare it with the product received. Note whether the dispute is about a mismatch, a potentially misleading claim, a safety concern, or a product defect that caused damage.
- Identify the seller and review the platform’s process. Check the seller identity and the marketplace’s listing, returns, refund, and dispute policies. The FTC advises US buyers to contact the seller promptly and, if that does not work, contact the marketplace to report the seller.
- Use the relevant reporting route. In the United States, if the seller is a covered high-volume third-party seller, the marketplace must provide a suspicious-activity reporting mechanism for qualifying listings. In the EU, note the country and purchase date because the applicable marketplace, consumer, and product-liability rules may differ.
- Get advice for a serious dispute. If there is substantial financial loss, injury, or an unresolved legal dispute, seek advice based on the country’s law and the specific platform terms. The available FTC and EU materials do not decide the remedies for every jurisdiction or individual listing.
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