AI Content and Disclosure: What the FTC and the Platforms Expect
AI makes content cheaper to produce. It does not change the rules on honesty. A plain guide to what regulators and platforms require.

AI tools can now write scripts, generate images, clone voices and produce realistic video. For a small business, that is a real cost saving. It also creates new ways to mislead buyers, sometimes by accident.
The rules here are not new in spirit. Advertising has to be honest. What is new is how regulators and platforms are applying that to AI. This guide covers the main ones. It is general information, not legal advice.
The FTC starting point: the Endorsement Guides
The US Federal Trade Commission's Guides Concerning the Use of Endorsements and Testimonials in Advertising, found at 16 CFR Part 255, were revised in 2023. They set out how endorsements, reviews and influencer posts must be handled.
The core idea is that if there is a connection between an endorser and a brand that the audience would not expect, such as payment, free products or a business relationship, it must be disclosed. The revised Guides include a definition of "clearly and conspicuously." For visual disclosures, they say a disclosure should stand out by its size, contrast, location and how long it appears, so that it is easily noticed, read and understood.
The FTC also publishes plain-language help, including "Disclosures 101 for Social Media Influencers" and an FAQ called "FTC's Endorsement Guides: What People Are Asking."
The 2024 rule on fake reviews and testimonials
In August 2024, the FTC announced a final rule banning fake reviews and testimonials. The agency's press release says the rule prohibits reviews and testimonials that misrepresent that they are by someone who does not exist, such as AI-generated fake reviews, or by someone who did not have actual experience with the business or its products, or that misrepresent the reviewer's experience.
The rule is codified at 16 CFR Part 465. Section 465.2 makes it an unfair or deceptive practice for a business to write, create or sell fake or false consumer reviews, consumer testimonials or celebrity testimonials. Unlike the Guides, this is a trade regulation rule, and the FTC has said it allows the agency to seek civil penalties against knowing violators.
If a person in your ad did not exist or did not use the product, you cannot present them as a customer.
What this means in practice
- Do not use AI to generate customer reviews or testimonials.
- Do not present an AI-generated person as a real customer describing a real experience.
- Do not edit a real testimonial so it says something the customer did not experience.
The FTC's question-and-answer guide on the rule, published in November 2024, is the clearest place to check specific situations.
Platform rules: Meta
Meta began adding labels to a wider range of AI-generated video, audio and image content in May 2024. According to its Transparency Center, these labels now appear as "AI Info."
For advertisers, Meta's help center explains that it marks ad images created or significantly edited using its own generative AI features with an "AI Info" label. Social Media Today reported that Meta applies the label automatically when advertisers use features such as Background Generation, Image Generation or Add Animation to create or significantly edit an image or video. Minor edits, such as resizing or color correction, do not get the label.
Separately, Reuters reported in 2023 that Meta would require advertisers to disclose when AI or other digital methods are used to create or alter political, social or election-related ads.
Platform rules: YouTube
In March 2024, YouTube introduced a tool in Creator Studio that requires creators to disclose when realistic content is made with altered or synthetic media. YouTube defines realistic content as content a viewer could easily mistake for a real person, place, scene or event.
Its help center says creators must disclose AI-generated or altered content that seems realistic, during upload. YouTube says the label appears in the description, and for sensitive topics such as health, news, elections or finance, a more prominent label is shown on the video itself. The Verge reported examples YouTube gave, including making a real person appear to say something they did not, or showing a realistic scene that never happened.
The EU AI Act
If you sell into Europe, Article 50 of the EU AI Act adds transparency duties. The European Commission says these rules apply from 2 August 2026. They are designed to help people recognize when they are interacting with an AI system or seeing AI-generated content. The Commission says certain AI-generated or manipulated content, including deepfakes, must be clearly labeled, and providers must add machine-readable marks. Providers of systems already on the market before 2 August 2026 have until 2 December 2026 to meet the marking and detection obligation.
A simple working policy
You do not need a legal department to act sensibly. A short internal policy covers most of it.
Disclose material connections
If you pay someone, give them product or have any relationship that affects what they say, the audience should be told clearly, in the content itself.
Label realistic AI
If a viewer could mistake AI content for a real person or event, label it. Use the platform's tools and add your own plain wording where it helps.
Keep testimonials real
Only use reviews from real customers with real experience. Keep records of where each one came from.
Review before you publish
Make disclosure a step in your publishing checklist, not an afterthought.
The honest summary
AI changes how content gets made. It does not change who is responsible for it. The business running the ad is accountable for what the ad implies. Clear labeling costs very little, and it protects the trust your business depends on.
Sources
- eCFR, 16 CFR Part 255, Guides Concerning Use of Endorsements and Testimonials in Advertising. https://www.ecfr.gov/current/title-16/chapter-I/subchapter-B/part-255
- Federal Register, "Guides Concerning the Use of Endorsements and Testimonials in Advertising" (July 26, 2023). https://www.federalregister.gov/documents/2023/07/26/2023-14795/guides-concerning-the-use-of-endorsements-and-testimonials-in-advertising
- FTC, "FTC's Endorsement Guides: What People Are Asking." https://www.ftc.gov/business-guidance/resources/ftcs-endorsement-guides-what-people-are-asking
- FTC, "Federal Trade Commission Announces Final Rule Banning Fake Reviews and Testimonials" (August 14, 2024). https://www.ftc.gov/news-events/news/press-releases/2024/08/federal-trade-commission-announces-final-rule-banning-fake-reviews-testimonials
- eCFR, 16 CFR 465.2. https://www.ecfr.gov/current/title-16/chapter-I/subchapter-D/part-465/section-465.2
- FTC, "The Consumer Reviews and Testimonials Rule: Questions and Answers" (November 2024). https://www.ftc.gov/business-guidance/resources/consumer-reviews-testimonials-rule-questions-answers
- Meta Transparency Center, "Labeling AI Content." https://transparency.meta.com/en-us/governance/tracking-impact/labeling-ai-content
- Meta Help Center, "How AI-generated images in ads are identified and labeled." https://www.meta.com/help/artificial-intelligence/355108217670024/
- Social Media Today, "Meta adds updated disclosure tags for AI-generated ads." https://www.socialmediatoday.com/news/meta-adds-updated-disclosure-tags-for-ai-generated-ads/824658/
- Reuters, "Meta to require disclosures for AI-created, altered political ads" (2023). https://www.reuters.com/technology/meta-require-disclosures-ai-created-altered-political-ads-2023-11-08/
- YouTube Blog, "How we're helping creators disclose altered or synthetic content" (March 18, 2024). https://blog.youtube/news-and-events/disclosing-ai-generated-content/
- YouTube Help, "Disclosing use of GenAI content." https://support.google.com/youtube/answer/14328491
- YouTube, "Responsible AI" (How YouTube Works). https://www.youtube.com/howyoutubeworks/our-commitments/responsible-ai/
- The Verge, "YouTube adds new AI-generated content labeling tool" (2024). https://www.theverge.com/2024/3/18/24104743/youtube-ai-generated-content-disclosure-label
- European Commission, "Transparency obligations under Article 50 of the AI Act." https://digital-strategy.ec.europa.eu/en/faqs/transparency-obligations-under-article-50-ai-act
