Does ChatGPT use Yelp and Facebook reviews to recommend a business? Short answer: assume yes. Longer answer: it reads what is public, and it is not picky about which platform that came from.
That changes how you should think about reviews. Let's walk through it.
Which review sites can AI assistants actually see?
Any review that sits on a public page is a candidate. Google, Yelp, Facebook, Houzz, your own website. If a person can open it without logging in, an assistant can potentially read it.
We will not pretend to know the exact recipe each assistant uses. Nobody outside those companies does, and the recipes change. What holds up is the general behavior: AI answers pull from pages that describe a business, then stitch them into one summary.
So the question is not "which platform does ChatGPT prefer?" It is "what story do all my public pages tell together?"
Why does a single source of truth for your rating matter?
Because an assistant that sees four different numbers has to pick one. Or it hedges. Or it picks the wrong one.
You want one rating and one review count that you stand behind. Everything else on your site should point back to it.
This is boring work. It is also the work that pays off. A tidy, consistent business is easier to describe correctly than a messy one with more reviews.
What happens when your review counts disagree across pages?
Picture it. Your homepage says 4.9 stars. Your about page says 4.8. A service page still carries a count from two years ago. The markup behind the page says something else again.
A visitor might shrug. A machine reading all of it at once sees a business that cannot agree with itself. That makes your numbers less trustworthy, and less likely to be repeated.
Drift like this is how it usually happens:
- Someone types the figure by hand on a new page
- A template keeps an old number
- The markup is edited separately from the visible text
The fix is structural. Store the figure once and have every page read from that one place.
How should you label where each review was first posted?
Say where it came from. Every time.
A review that reads "Great crew, clean job" tells a machine nothing about its origin. Add "Posted on Yelp" or "Posted on Houzz" and the reader knows exactly what they are looking at.
Why this matters:
- It shows the review is real and was left somewhere independent
- It stops you from looking like you wrote praise for yourself
- It lets an assistant connect the quote to the platform page it can also read
Do not copy a Google review and present it as a Facebook one. Credit the original. Keep it honest.
Why put all your reviews on one page of your own site?
Because reviews scattered across four platforms are hard to compare, and you do not control any of those platforms.
A New Leaf Painting Contractors, a Jacksonville, Florida painter working since 2010, did exactly this. We brought their reviews from Google, Facebook, Houzz and Yelp onto one page, sitting beside their customer films. Each review is marked with where it was first posted. You can read the full story in the A New Leaf Painting case study.
That one page gives a homeowner a single place to judge the crew. It gives an assistant the same thing: one page, one account of the reputation, with the sources named.
Does the markup on that page change anything?
It can help, as long as it agrees with what people see.
Markup is the code behind a page that states facts in a form machines read easily, such as your rating and review count. On the A New Leaf site, the review figure comes from one place, so every page and its search markup show the same number.
Be clear about what this does and does not do. We cannot promise any assistant reads it, or that it moves a recommendation. What we can say is that markup contradicting the visible page is worse than no markup at all. Agreement is the goal.
How do you test what an assistant says about your reviews?
Ask it. This takes twenty minutes.
Open ChatGPT and Google's AI answers. Ask questions a real customer in Raleigh or the Triangle would ask:
- "Who are the best [your trade] companies in Raleigh?"
- "What do people say about [your business name]?"
- "Is [your business name] well reviewed?"
Write down what comes back. Note the rating it quotes, the count, and which sites it cites or paraphrases.
Then compare it to your records. If it quotes a number you do not recognize, find the page that number came from. That page is your next fix.
What should you do this month to tidy up your reviews?
Keep it small. Four steps:
- Choose your figure. One rating, one count, one date it was last checked.
- Find every place it appears. Homepage, service pages, footers, about page, and any markup.
- Make them match. Better yet, make them all read from one source.
- Build one reviews page with each review labeled by where it was first posted.
If you do only one thing, do the first. Everything else follows from it.
Reputation work like this is part of what we do in reputation management. But you can start today with a spreadsheet and an afternoon.
Your next step: open your homepage, your about page and your top service page, and write down the review count on each. If the numbers differ, you have found your first job.