Pacten

AI Fake Reviews and Testimonials: What to Keep Real

A service business can use AI to write, edit and design, but it should never publish a review, testimonial or customer story from a person who does not exist. In the US the FTC bans AI-generated fake reviews, and Instagram now limits reach for undisclosed AI profiles.

What changed

Two things are worth knowing, and a third is only a claim.

The US rule on fake reviews. In August 2024 the Federal Trade Commission announced a final rule on consumer reviews and testimonials. It prohibits reviews and testimonials that misrepresent who wrote them, including AI-generated reviews from people who do not exist, and reviews from people who had no real experience of the business. It also covers buying reviews, undisclosed reviews by company insiders, and buying fake indicators of influence such as bot followers or views. The rule lets the FTC seek civil penalties against businesses that knowingly break it.

Instagram's new label. On 31 August 2026 Instagram renamed its "AI creator" label to "AI-generated profile". Accounts that feature an AI-generated person without the label will see reduced reach. Accounts that use the label face no penalty. Instagram said that using AI to edit photos, refine captions or make graphics does not need the label.

A claim, not a fact. This week a newsletter argued that fake AI influencers are an easy way to make money and said two Instagram accounts had earned hundreds of thousands of dollars in days. It gave no method for the figures, and we could not verify them or whether the people shown are AI-generated. We have not named the accounts.

What is still fine

Most service businesses are not near the line. Using AI to draft an email, polish a caption, build a graphic or tidy a photo is ordinary work, and the platforms say so. YouTube, for example, does not require disclosure for generative AI used as production assistance, only for realistic content a viewer could easily mistake for a real person, place or event.

The line is a person who does not exist, presented as real, in a way that sells something: a made-up client praising your work, a made-up founder, a made-up team member.

A simple routine

  1. Keep a record of every testimonial. Write down who said it, when, how you asked, and that they agreed to it being used. If anyone questions it, you can answer in a minute.
  2. Ask real clients, soon after the work. A message after the job is done gets honest answers, and it does not require you to invent anything.
  3. Label an AI-generated person. If a face or voice in your content is not a real person who agreed to appear, use the platform's label every time.
  4. Do not buy reviews, followers or views. The FTC rule names these directly.
  5. Disclose your own connection. A review written by an employee, a relative or a business partner needs that relationship made clear.
  6. Re-read the rules twice a year. Platform policies change, and the rules differ by country. This article covers the United States only.

Where Pacten fits

The record in step one is easiest to keep when each client has one record that holds the booking, the invoice and the messages, instead of three tools and a spreadsheet. That is what one place to see everything in your business describes, and it is why booking and invoicing software that shares one record saves retyping.

Pacten does not write your reviews, check your testimonials for you or decide what the law requires. Those are your responsibilities and, for legal questions, your lawyer's. You can see the plans on the pricing page.

What we do not know

We do not know how often the FTC will use the rule against small businesses, or how large Instagram's reach reduction is, because Instagram published no figure. Both may look different in six months. This is general information and not legal advice. Facts are as of 6 October 2026.

Frequently asked questions

Can I use AI to write my customer testimonials?
No, not as if a real customer wrote them. The FTC rule prohibits testimonials that misrepresent who wrote them, including AI-generated ones from people who do not exist. You can use AI to tidy the wording of a real client's own words, with their agreement, but the opinion and the person must be real.
Do I need to label content I edited with AI?
On Instagram, not for the new profile label. Instagram said that photo editing, caption refinement and graphics do not need the AI-generated profile label. The label is for profiles where the person shown was generated or substantially created with AI.
Is it legal to buy followers or reviews?
In the United States the FTC rule prohibits buying or selling fake reviews and fake indicators of social media influence, such as followers or views generated by a bot or a hijacked account. Other countries have their own rules, so check where you operate.
What should I keep as proof that a review is real?
Keep who wrote it, when, how you asked for it, and their agreement to use it. A note on the client record is enough. If a platform or a regulator ever asks, you can show where it came from.