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AI-Generated Product Descriptions: Legal Risks Every E-Commerce Business Should Know featured image

AI-Generated Product Descriptions: Legal Risks Every E-Commerce Business Should Know

by John Di Giacomo

Partner

AI tools have changed how e-commerce businesses create content. Product descriptions that once took days to write can now be generated in minutes, and many businesses have embraced that efficiency to scale their catalogs quickly. But the legal side of AI-generated content is one that most online retailers have not fully thought through. Inaccurate claims, unintentional copyright similarities, and fabricated testimonials can all expose your business to FTC enforcement, consumer lawsuits, and marketplace penalties — regardless of whether a human or an algorithm wrote the copy.

False or Misleading Advertising Claims

The Federal Trade Commission prohibits deceptive or misleading advertising, and that prohibition applies fully to AI-generated content. The problem is that large language models sometimes generate product claims that are exaggerated, inaccurate, or entirely fabricated. An AI tool might describe a supplement as “clinically proven,” label a product as “FDA approved,” or assert that an item is “certified organic” — without any evidence behind those statements. It may also invent compatibility claims, performance results, or safety certifications because similar language appeared in the training data from other product listings.

These errors, even when accidental, create real legal exposure. The FTC does not require intent to deceive — only that a claim is misleading and material to a consumer’s purchasing decision. Businesses that publish AI-generated copy without human verification can find themselves facing FTC investigations, consumer complaints, refund demands, and civil lawsuits from customers who relied on false claims. Competitors who are harmed by misleading advertising can also pursue claims under the Lanham Act.

Copyright Infringement Risks

AI-generated product descriptions draw from patterns in existing online content. In some cases, the output can closely resemble or reproduce copyrighted material already published by another seller or brand — without your knowledge and without permission. The risks this creates include copyright infringement claims, DMCA takedown notices, and marketplace listing suspensions on platforms like Amazon and Etsy that actively enforce third-party IP rights.

The “AI wrote it” defense does not exist in copyright law. You are responsible for the content you publish, regardless of how it was generated. Courts have not adopted an exception for AI-produced content that happens to infringe, and neither have the FTC’s regulations or the major e-commerce platforms. If your AI-generated copy resembles a competitor’s protected content, the fact that a model produced it is legally irrelevant.

Fake Reviews and AI-Generated Testimonials

The FTC’s endorsement rules apply directly to AI-generated reviews and testimonials. Businesses cannot create fabricated customer reviews, generate synthetic endorsements that appear to come from real consumers, or use AI-modified testimonials without clear disclosure. In 2024, the FTC updated its Guides Concerning Endorsements and Testimonials to address AI-generated content explicitly, and the agency has signaled that enforcement in this area will increase.

This extends beyond written reviews. AI-generated influencer content — including synthetic voice-overs, AI-created video ads, and virtual models presenting products — is subject to disclosure requirements if it appears to represent a real human’s authentic experience. Businesses that skip these disclosures are not just violating FTC rules; they are building brand credibility on a foundation that regulators are actively working to dismantle.

How These Disputes Escalate

AI content liability cases often begin quietly — a customer complaint, a competitor who notices an identical product description, or a marketplace algorithm flagging suspicious content. From there, the issue can escalate into an FTC inquiry, a cease-and-desist letter from a competitor, or a consumer protection lawsuit. During litigation, internal AI prompts, content workflows, approval records, and marketing practices become evidence. Businesses that cannot demonstrate human oversight of their published claims face a significantly harder defense.

Steps to Reduce Your Exposure

  • Implement human review before publishing. Every AI-generated product description should be reviewed and approved by a person who can verify the accuracy of the claims.
  • Document your content creation process. Records showing human involvement in reviewing and approving AI output can matter significantly in an FTC inquiry or litigation.
  • Verify every claim, especially health and performance statements. If your AI copy includes any assertion about what a product does, can prevent, or has been approved for, verify it against your actual certifications and testing.
  • Never use AI-generated testimonials. Fabricated or AI-synthesized reviews violate FTC rules and platform policies. The risk is not worth the short-term social proof.
  • Work with legal counsel familiar with AI liability. The regulatory environment around AI-generated content is evolving quickly. An internet law attorney can help you stay ahead of compliance requirements before enforcement catches up to your practices.

AI can be a powerful productivity tool for e-commerce businesses — but only when deployed with appropriate legal guardrails. For more information about AI content compliance and your obligations under FTC rules and consumer protection law, contact Revision Legal to speak with one of our internet and e-commerce attorneys.

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