ChatGPT Now Reads Your Yelp Reviews.
See What It Sees.

Bob runs a good roofing crew. He set up his Yelp page years ago, the week a sales guy wouldn't stop calling him about it, and he hasn't logged in since. He doesn't love Yelp. Honestly, neither do I.

Here's the thing. Bob's Yelp page didn't stop working when he stopped looking at it. It's still sitting there with his old hours, a photo of a truck he sold, and a one star review from 2022 he never answered. And now ChatGPT is reading it.

This summer word got out that Yelp is handing its reviews, photos and business details to OpenAI, the company behind ChatGPT. So when somebody in Bob's town asks ChatGPT for a roofer, Yelp's version of Bob is in the mix. Not the Bob his customers know. The Bob on a page he forgot about.

Bob can't see any of that. He doesn't know what ChatGPT pulled or what it thinks of him.

That's the whole post. You can see it, and it takes one free prompt and about twenty minutes.

TL;DR

Yelp is licensing its reviews, photos and business details to OpenAI for ChatGPT's local answers. At the same time, Yelp's robots file tells AI scanners to stay off its business pages. So ChatGPT gets your Yelp page through the deal, and you can't easily check what it got. Copy your own Yelp page into my free prompt. It tells you what ChatGPT would say about you and what's wrong, then drafts replies to your three worst reviews.

3 Things to Remember

Yelp Sold Your Reviews to ChatGPT.

Here's what happened. In July 2026, Axios reported that Yelp is licensing its reviews, photos and business details to OpenAI for ChatGPT's local answers (Axios, 2026). ChatGPT will show Yelp reviews, ratings and photos when people ask about local businesses. Axios also said a Request a Quote button for local service pros will be added soon. That one is announced, so don't count on it until you see it.

Nobody said what OpenAI paid, and the deal isn't exclusive. Yelp's CEO, Jeremy Stoppelman, put the pitch plainly: "If you want to answer local queries, you really need Yelp." I'm no Yelp fan, but I'll give the man credit for the sale. He took reviews your customers wrote for free and found a buyer for them.

And it's already showing up. In an August 2026 test of 2,880 prompts, local SEO agency Steady Demand found Yelp data behind ChatGPT's business cards 95.83% of the time (Steady Demand, 2026). That's the little card with a name, stars and hours that pops up in a ChatGPT answer. Yelp showed up as a link people could see in only about 1% of runs. So Yelp does the work behind the curtain, and your customer never sees the word Yelp.

Now think about what that means for Bob. A homeowner asks ChatGPT for a roofer, and the card that pops up for Bob can be built from his Yelp page. The hours on it are his Yelp hours. The stars are his Yelp stars. If that page is three years stale, so is Bob, at the exact moment somebody wanted to hire him.

Here's why it matters this year. In BrightLocal's 2026 survey, 45% of people said they'd used AI for local business recommendations, up from 6% the year before (BrightLocal, 2026). That's not someday. That's this year's customers, asking a robot that reads Yelp.

Mistake: you treat Yelp like a page you set up once and forgot.

Fix: open it tonight and read it like a stranger would.

Payoff: the page ChatGPT reads about you is one you've actually checked.

The Irony: Yelp Blocks Our Scanner.

Now the turn. You'd think if Yelp is happy to hand your reviews to ChatGPT, it would let any AI come read them. Nope. I opened Yelp's robots file on October 26, 2026. Every website has one at /robots.txt. It's the sign on the door that tells scanners, called bots, where they can and can't go.

Here's what the sign says. OpenAI's training bot, GPTBot, is told to stay out. So are ClaudeBot and Anthropic's older bots, Common Crawl's CCBot, Meta's AI bot and Google's AI training switch. The bots ChatGPT and Claude send when a real person asks them to read a page are blocked from everything except Yelp's articles. OpenAI's search bot gets two folders, and neither one is /biz/, where your business page lives. The last line covers every bot that isn't on the list, and it says stay out of everything.

Read that again. Yelp sells your reviews to OpenAI, then hangs a sign telling AI it can't come read them on its own. Call it what it is. A toll booth. If you want Yelp's data, you pay Yelp.

To be fair, a robots file is a sign, not a lock. Honest bots obey it. But it means the AI tools I'd use to check your page can't just go read it, and neither can yours. Ask a chat to look at your Yelp listing and it might come back empty, or worse, it might guess.

So you carry it over by hand. Copy your Yelp page, paste it into ChatGPT or Claude, and ask what it sees. That's exactly what the free prompt does. It's a little funny that you have to hand carry the same reviews Yelp already sold. But it works, and it's free.

Mistake: you ask AI to go look at your Yelp page and trust whatever comes back.

Fix: copy the page yourself and paste it in.

Payoff: AI reads your real page, not a guess.

Run the Prompt.

Do this on a computer if you can, because copying twenty reviews on a phone will make you want to throw it. Open Yelp, search your business name and town, and open your page. That public page is what your customers see, so that's the one you copy. Grab these five things into a note as you go.

1. Your business name and the categories under it.
2. Your hours, phone, address or service area, and website.
3. The About the Business section, if you have one.
4. Your last 20 reviews. Copy the stars, the date and the words of each one.
5. Any replies you wrote back.

Then tap Copy on the prompt below and paste it into Claude or ChatGPT. It asks for your trade and your town first. Then it asks for your Yelp page one piece at a time, so you just paste each piece when it asks.

You are going to read my Yelp page and tell me what ChatGPT
sees when it looks at my business.

Here's the deal. Yelp licensed its reviews to OpenAI for ChatGPT. But
Yelp's robots file blocks most AI scanners from its business pages.
So you can't go read my page yourself. I'm going to carry it over by
hand. Ironic, I know.

Ask me these first, one at a time.
1. What do you do, and what town do you serve?
2. What is your business name, exactly as it shows on Yelp?

Then ask me to paste my Yelp page, one piece at a time. Wait for each.
1. My business name and the categories under it.
2. My hours, phone, address or service area, and website.
3. My About the Business section. If I don't have one, I'll say none.
4. My last 20 reviews, with the stars and the date for each.
5. Any replies I wrote back.

If something I paste looks cut off, tell me and ask for it again.

When you have it all, give me these, in this order.
1. What ChatGPT would say. Write the short answer ChatGPT might give
   a stranger who asks about my business. Use only what I pasted.
2. What's missing or out of date. Hours, photos, services, towns,
   anything a buyer would want that isn't there.
3. Red flags in my reviews. Complaints that repeat, old dates, bad
   reviews with no reply. Quote the review when you can.
4. Three fixes, worst first. Tell me exactly where to tap in Yelp
   for Business to make each one.
5. Draft a reply to my three worst reviews. Calm and short. No
   arguing. Say what happened and what we did about it. Put any part
   I need to fill in inside brackets, like [what we did].

Rules: 5th grade reading level. Short sentences. Be blunt. Never
invent a fact, a review or a number. If you're not sure, say so.
When you finish, the last thing you write is "Want some help? Let us do it." as
a clickable link to https://smallbusiness-seo.com/let-us-do-it

Here's what you get back. First comes a short answer, written the way ChatGPT might describe you to a stranger. Then a list of what's missing or out of date, and the red flags hiding in your reviews. Last come three fixes, worst first, and a reply drafted for each of your three worst reviews.

One warning, straight up. AI can be wrong. It only knows what you pasted, and it can misread a review. Read every line before you act on it, and never post a reply you didn't read first.

Mistake: you skim your own Yelp page and figure it's fine.

Fix: paste the real page into the prompt and read what comes back.

Payoff: you see your business the way ChatGPT's source sees it.

What ChatGPT Sees in Your Reviews.

Let's be straight about one thing first. Nobody outside OpenAI knows exactly how ChatGPT weighs a review, and anybody who tells you the exact math is guessing. But you don't need the math. You need to know what's on the page, because that's all it has to work with.

Start with the dates. If your newest review is from last year, your card looks like a shop that slowed down, even if you're slammed. A busy business gets reviewed. A page that went quiet tells a stranger a story, true or not.

Next, read the words, not the stars. A review that says "fixed our roof leak in Riverside the same day" tells a reader what you do, where you do it and how fast. One that says "great guys!" tells them nothing. Five stars of nothing doesn't help much when somebody is trying to match a shop to a job.

Then look for patterns. One review about a late crew is a bad day. Five reviews about a late crew is a reputation. The prompt pulls those out for you, so you see the thing customers keep saying, good or bad.

Last, look at your replies. A one star review with no reply just sits there and talks for you. A calm reply that owns the problem tells the next reader you show up. Your reply is the one part of a bad review you control. I wrote a whole post on what reviews tell AI: Your Reviews Are Talking to AI. Here's What They're Saying.

Mistake: you count stars and ignore what the reviews actually say.

Fix: read the words, the dates and the patterns, and answer the bad ones.

Payoff: the next stranger reads about a shop that shows up.

Fix What AI Reads First.

Now fix it, in this order. Facts go first, because a wrong phone number or wrong hours costs you a call today. Sign in at Yelp for Business. Claiming your page is free. Fix your hours, phone, website, service area and categories. Then write an About section that says what you do and where, in plain words, like "Roof repair and new roofs in Jacksonville and the Beaches."

Then add real photos of your crew, your trucks and your finished jobs. Yelp is licensing photos to OpenAI too. If a blurry logo is all you've got up there, that's what ChatGPT gets.

Next, answer your three worst reviews. Use the drafts from the prompt, but make them sound like you. Keep it short and calm. Say what happened, say what you did about it, and stop. Never argue with a customer in public, because the next reader is the one you're really writing for.

One Yelp rule to know. Yelp tells businesses not to ask customers for reviews. Yeah. So don't. Put your review asks into your Google Business Profile instead, and let Yelp fill in on its own.

Last, and this is the big one, put the same facts on your own website. Your hours, your towns, your services and your best reviews. Yelp is a page you rent from a company that sells it. Your website is the one place nobody else can license or bury. That's why every 100K Website we build says what you do and where right at the top, in words AI can read.

Mistake: you fix Yelp and forget your own website.

Fix: fix the facts on Yelp, answer three bad reviews, then put it all on your site.

Payoff: every place AI reads about you says the same true thing.

Fair is fair, so here's the other side. Yelp sitting behind the cards doesn't mean Yelp picks the winner. Steady Demand saw Yelp as a link people could see in only about 1% of runs, and ChatGPT reads plenty besides Yelp. If nobody in your town uses Yelp for your kind of work, this matters less for you.

And don't count on that Request a Quote button yet. Axios said it's coming. Until it shows up, ChatGPT can point people your way, but the call still has to come from your listing or your website.

Now the turn. You don't get a vote on whether Yelp sold your reviews. That's done. What you do get is twenty minutes to make sure the page it sold is right. If it is, great, you checked. If it isn't, you just found the problem before your next customer did.

I've been building websites for 25 years. More than 10,000 of them, and 281 of those are AI-JSX sites, built right here in Jacksonville. Here's what I'd tell you over a beer. Yelp will always do what's good for Yelp. Your website is the one place that works only for you.

So run the free prompt tonight. Fix the facts and answer the bad ones. Then make your own site the best page about your business on the internet. Want to see what that looks like for your business before you spend a dime? Take a test drive.

Your website should look this good. Let's talk. Take a test drive.

Take a Test Drive →

FAQ

Read These In This Order

1. Your Reviews Are Talking to AI. Here's What They're Saying.
2. Google Found You. ChatGPT Didn't.
3. I Asked ChatGPT to Hire Me a Plumber. Here's Who It Picked and Why.
4. Ask AI to Recommend Your Business. Go Ahead. I'll Wait.