ChatGPT uses Yelp reviews mostly on its map: in October 2026, about four in ten business cards on its US maps linked to Yelp in the Cheers Market Baseline, our own research panel. Since October 7 its sources list Yelp too. That matters because the Yelp card is the one with fewer stars: matched business by business, those cards averaged 4.34 stars where Google AI Mode showed the same businesses at 4.89.
Last verified: November 1, 2026.
Check the map, not just the links; the steps are under "What to do."
Yelp was on ChatGPT's map before the links came back
ChatGPT, US, October 2 to 6, 2026
Yelp was on ChatGPT's map, not in its sources
85.9%
of US ChatGPT answers with a map and sources showed at least one Yelp-linked business card
Base: 1,306 US answers that showed a map and listed at least one source, Oct 2 to 6, 2026
2 of 1,306
listed Yelp among their sources
Same 1,306 answers
43.2%
of the map cards themselves linked to Yelp
7,109 US map cards, Oct 2 to 6, 2026
34.4%
of US answers listed a Yelp page among their sources, Oct 9 to 31
6,304 US answers with at least one captured source
Cheers Market Baseline, ChatGPT answers Oct 2 to 31, 2026, pulled Nov 1, 2026
| Finding | Value | Base |
|---|---|---|
| of US ChatGPT answers with a map and sources showed at least one Yelp-linked business card | 85.9% | 1,306 US answers that showed a map and listed at least one source, Oct 2 to 6, 2026 |
| listed Yelp among their sources | 2 of 1,306 | Same 1,306 answers |
| of the map cards themselves linked to Yelp | 43.2% | 7,109 US map cards, Oct 2 to 6, 2026 |
| of US answers listed a Yelp page among their sources, Oct 9 to 31 | 34.4% | 6,304 US answers with at least one captured source |
From October 2 to 6, 43.2% of business cards on ChatGPT's US maps linked to Yelp, after 46.4% from September 18 to 22, the only earlier window we measured; from October 9 to 31 it held at 40.9%.
The sources barely registered it: of the 1,306 US answers that showed a map and listed sources in those early October days, 85.9% had a Yelp-linked card and just 2 listed Yelp as a source.
What changed on October 7 and 8
Yelp and ChatGPT, 2026
When Yelp moved from ChatGPT's map into its sources too
Jul 20, 2026
Week the share of ChatGPT answers citing Yelp falls to 1.2 per 100
24.9 the week before; 0.0 to 2.4 every week through Sep 28 (US and Canada)
Jul 23, 2026
Axios reports Yelp is licensing its reviews and ratings to OpenAI
Non-exclusive, terms undisclosed; reported by MarTech Jul 28
Aug 6, 2026
Yelp tells shareholders its ratings and reviews began powering ChatGPT's local experience in relevant categories
Request-a-Quote integration with ChatGPT called coming soon
Oct 2 to 6, 2026
85.9% of US answers with a map and sources show a Yelp-linked card; 2 of 1,306 list Yelp as a source
Oct 6, 2026
Yelp tells TechCrunch it doesn't permit non-human traffic outside its paid data licensing program
Oct 7, 2026
GPT-6 starts rolling out in ChatGPT, paying users first, per Sistrix
Same day, 27 of 257 US answers link Yelp, 25 of them a quote-request page
Oct 8, 2026
For one day, 257 of 258 US answers link Yelp
246 of them link a Yelp quote-request page
Oct 8 to 9, 2026
Overnight, ChatGPT moves to its block layout in Sistrix's sample
Oct 9 to 31, 2026
Yelp in 34.4% of US answers' sources, mostly the card's own Yelp page
Quote-request links in 4.1%
Nov 5, 2026
Yelp's third-quarter results and shareholder letter
Due after the market close
Cheers Market Baseline, pulled Nov 1, 2026; Axios via MarTech (Jul 28, 2026); Yelp Q2 2026 letter (SEC, Aug 6, 2026); TechCrunch (Oct 6, 2026); Sistrix (Oct 30, 2026); Yelp IR (Oct 22, 2026)
| Date | Event |
|---|---|
| Jul 20, 2026 | Week the share of ChatGPT answers citing Yelp falls to 1.2 per 100 (24.9 the week before; 0.0 to 2.4 every week through Sep 28 (US and Canada)) |
| Jul 23, 2026 | Axios reports Yelp is licensing its reviews and ratings to OpenAI (Non-exclusive, terms undisclosed; reported by MarTech Jul 28) |
| Aug 6, 2026 | Yelp tells shareholders its ratings and reviews began powering ChatGPT's local experience in relevant categories (Request-a-Quote integration with ChatGPT called coming soon) |
| Oct 2 to 6, 2026 | 85.9% of US answers with a map and sources show a Yelp-linked card; 2 of 1,306 list Yelp as a source |
| Oct 6, 2026 | Yelp tells TechCrunch it doesn't permit non-human traffic outside its paid data licensing program |
| Oct 7, 2026 | GPT-6 starts rolling out in ChatGPT, paying users first, per Sistrix (Same day, 27 of 257 US answers link Yelp, 25 of them a quote-request page) |
| Oct 8, 2026 | For one day, 257 of 258 US answers link Yelp (246 of them link a Yelp quote-request page) |
| Oct 8 to 9, 2026 | Overnight, ChatGPT moves to its block layout in Sistrix's sample |
| Oct 9 to 31, 2026 | Yelp in 34.4% of US answers' sources, mostly the card's own Yelp page (Quote-request links in 4.1%) |
| Nov 5, 2026 | Yelp's third-quarter results and shareholder letter (Due after the market close) |
None of 244 US answers listed Yelp on October 6. On October 7, 27 of 257 did, 25 of them through a quote-request page, and on October 8, a one-day peak, 257 of 258 did, 246 through a quote-request page. From October 9 to 31 every day landed between 25.0% and 40.7%, or 34.4% for the period.
Sistrix dated two other changes that week in a study of ChatGPT answers in general, not Yelp or local ones (Sistrix, October 30, 2026): GPT-6 began rolling out on October 7, and ChatGPT moved to a block layout overnight on October 8 to 9. Our links per answer went from 5.2 on October 7 to 16.2 on October 8, so the first Yelp links came before the jump. We don't know what brought Yelp back.
Most of those Yelp links point to a business already on the map: from October 20 to 31, 77.0% of Yelp business-page links in the sources went to a business on that answer's own Yelp card. Since the block layout gives each business its own block, Yelp's share of the sources reflects the layout as much as ChatGPT choosing Yelp. Quote-request links fell to 4.1% of US answers from October 9 to 31.
Counting Angi and HomeAdvisor as one site, Yelp was the eighth most-listed site in US ChatGPT answers across October at 30.3%, including the days before it came back. Angi or HomeAdvisor led at 69.4%, and Thumbtack (29.9%) and BBB (20.1%) trailed Yelp.
Sixteen weeks of Yelp in AI answers' sources
ChatGPT, 100 US and Canadian metros
Yelp-domain answer counts, July to October 2026
Yelp-domain matches per 100 answers
Cheers Market Baseline weekly counts of answers citing each site, weeks of Jul 6 to Oct 19, 2026, 2,992 to 3,288 answers a week, pulled Nov 1, 2026
| Week starting, 2026 | Answers citing Yelp, per 100 |
|---|---|
| Jul 6 | 30.8 |
| 13 | 24.9 |
| 20 | 1.2 (Week of Jul 20, when Axios reported the Yelp and OpenAI deal) |
| 27 | 1.2 |
| Aug 3 | 1.8 |
| 10 | 2.4 |
| 17 | 0.2 |
| 24 | 0.3 |
| 31 | 0.3 |
| Sep 7 | 0.1 |
| 14 | 0.2 |
| 21 | 0.3 |
| 28 | 0 |
| Oct 5 | 27.9 (Includes the one-day Oct 8 peak; from Oct 9 answers carried about five times as many links as in September) |
| 12 | 26.4 |
| 19 | 25.3 |
Per 100 ChatGPT answers, US and Canada together, the number that cited Yelp ran 30.8 and 24.9 in the weeks of July 6 and 13. It then sat near zero from the week of July 20 through September 28 (1.2, 1.2, 1.8, 2.4, 0.2, 0.3, 0.3, 0.1, 0.2, 0.3 and 0.0), before October came in at 27.9, 26.4 and 25.3.
Yelp's drop came in the week Axios reported its licensing deal with OpenAI, while Expertise.com, Reddit and Angi or HomeAdvisor lost far less. We can't see ChatGPT's cards that far back, so the timing fits Yelp's data moving off the source list and onto the map without proving it.
By share of answers, October puts Yelp about where it stood in early July, but answers now carry about five times as many links: about 23 each from October 9 to 31 against 4.6 from August 31 to September 20. Yelp is a much smaller slice of what ChatGPT lists than that share suggests.
Google AI Mode went the other way, from 43.8 answers citing Yelp per 100 (July 6 to August 17) to 19.9 (August 24 to October 19), possibly a change in how Google exposes links; Yelp was still in 26.3% of US AI Mode answers in October. Reddit's fall in the same counts is in Reddit Fell Out of ChatGPT's Local Answers in August 2026.
Same business, lower stars on the Yelp card
ChatGPT and Google AI Mode, US, October 20 to 31, 2026
Same business, lower stars when ChatGPT's card links to Yelp
- Yelp-linked ChatGPT cards: 1,252 businesses; 21.5% under 4.0 stars on ChatGPT, 2 of 1,252 on Google AI Mode
Cheers Market Baseline, ChatGPT and Google AI Mode map cards, questions asked Oct 20 to 31, 2026, pulled Nov 1, 2026
| Businesses on | Google AI Mode | ChatGPT map card |
|---|---|---|
| Yelp-linked ChatGPT cards | 4.89 | 4.34 |
The lead's averages compare each business with itself: 1,252 businesses on Yelp-linked US ChatGPT cards that also showed up on Google AI Mode in the same city, October 20 to 31. On ChatGPT 21.5% of them sat under 4.0 stars, against 2 of the 1,252 on Google AI Mode, and 42.6% came out half a star or more lower. The median ChatGPT card carried about 40 reviews, against about 490 on Google AI Mode.
ChatGPT's other cards look nothing like that: their 1,255 matched businesses averaged 4.91 stars on both engines, and 98.7% landed within 0.1 star of each other.
September's match in Why ChatGPT Shows a Lower Star Rating Than Google found 4.3 against 4.9; October's rounds to the same.
Why would the same business score lower? Google lets a business ask every customer for a review, while Yelp tells businesses not to ask anyone, so a branch hears from far more customers on Google and thin Yelp counts swing harder. Yelp also says its software tries to identify requested reviews and not recommend them, and reviews it doesn't recommend don't count toward the star rating. Our data shows the gap, not the reason.
BrightLocal found that 42% of people who used AI for local business recommendations always check the review site itself (BrightLocal, March 10, 2026). When a branch's ChatGPT card links to Yelp, that review site is the branch's Yelp page, one tap away.
Your review reputation travels into AI answers
In our ad, the "exact same signals" line makes the practical case for this work: the reviews, business facts and third-party pages that shape local reputation also show up in AI answers. Our October results make that visible. ChatGPT's Yelp-linked cards showed Yelp ratings, while its other matched cards closely reflected the ratings in Google AI Mode.
That is why we work on the whole branch reputation. Build a steady Google review programme, maintain the Yelp page under Yelp's rules and keep the business facts consistent across both. The rating displayed can differ by source, so inspect the actual answer your customer sees.
Google's help page on local ranking says prominence draws on "how many websites link to your business and how many reviews you have," without saying whose reviews (Google Business Profile Help).
Watch · 34 seconds
Reviews were always part of how Google picks.
Dylan on the reviews, business facts and third-party pages that shape local recommendations.
How Yelp reaches ChatGPT customers
Axios reported on July 23 that Yelp licenses its reviews, ratings and other business information to OpenAI, non-exclusively (MarTech, July 28, 2026). On August 6 Yelp told shareholders its ratings and reviews "recently began powering ChatGPT's local experience in relevant categories" and called its Request-a-Quote integration with ChatGPT "coming soon" (Yelp Q2 2026 letter).
The same letter cites a Yelp-commissioned study that found Yelp the most organically cited home-services platform in US AI answers in Q4 2025, with 3.4 times the AI citations of the next platform. In our October ChatGPT answers Angi or HomeAdvisor led instead, and both can be true: that study counted raw citations on four engines, with Angi and HomeAdvisor separate, while we count the share of answers that list a site.
Yelp told TechCrunch it "doesn't permit non-human traffic on its platform" unless the agent comes through its paid data licensing program (TechCrunch, October 6, 2026). Search answers still link Yelp pages, Google AI Mode's included.
A link to a Yelp quote-request page isn't evidence that anyone can request a quote inside ChatGPT. Yelp hasn't said whether its Request-a-Quote will run through ChatGPT's Get Quote beta; how that flow works is in ChatGPT Get Quote: Home-Services Readiness Guide.
Yelp's next shareholder letter comes with third-quarter results after the market close on November 5 (Yelp Investor Relations, October 22, 2026), and that's where to look for whether Request-a-Quote runs inside ChatGPT yet.
What to do
- Run the ten-branch check from Why ChatGPT Shows a Lower Star Rating Than Google this week, or with one shop, for each town you serve. In the ChatGPT phone app, ask each branch's trade-and-city question, open the map, and log whether the branch shows up, whether its card links to Yelp, the card's rating and the Google rating. Add columns for whether the sources list Yelp and whether that link goes to the branch's Yelp page or a quote-request page. Fix first the branches whose card sits half a star or more under their Google rating, and rerun the check monthly.
- Fix the Yelp page for every branch whose card links to Yelp: claim, correct, reply, report only reviews that break Yelp's rules (never one just because it's negative), and don't ask anyone for reviews.
- Keep the facts an agent needs (hours, services, service area and the number that reaches the branch) current on your own site and Google Business Profile, and call each number once to make sure it rings the right branch. If the card shows the wrong branch, an old address or a closed location, use the correction steps in How Do I Fix Wrong Business Information in ChatGPT?
- Name the person who answers Yelp quote requests at each branch and the response time you'll hold them to. ChatGPT already links Yelp's quote-request pages in some answers, so don't wait for Yelp's next letter; how Yelp Assistant quote requests reach a branch is in How Do Home Services Get Recommended by Yelp Assistant?
Method
Every week the Cheers Market Baseline asks ChatGPT, Google AI Mode and Gemini the same 32 home-service questions in 100 metros, 60 in the US and 40 in Canada; the smallest US city has about 300,000 people, so it doesn't speak for small towns. US answers per engine: 1,910 from October 2 to 8 and 6,307 from October 9 to 31. Perplexity isn't in this edition; Gemini listed Yelp in 0.0% of its answers with sources, but we capture only part of them.
A map card counts as Yelp-linked when it links to a Yelp business page or is tagged as Yelp's: 3,074 of 7,109 US cards from October 2 to 6 and 8,486 of 20,761 from October 9 to 31. On October 8 none of the 1,311 US cards carried a link or tag, so that day has no Yelp card count; on October 9 we captured cards for only 29 of 250 US answers, and we can't see cards before September 18.
Source shares count US answers with at least one captured source, by the day the answer came back: 6,304 for October 9 to 31, 8,100 for October and 8,179 for Google AI Mode. Card, link-count and rating figures, and the 1,306-answer comparison, use the day the question was asked. The weekly series counts answers, not links (US and Canada together, 2,992 to 3,288 ChatGPT answers a week), adding yelp.com, m.yelp.com and yelp.ca, and Angi and HomeAdvisor, so an answer citing two of those domains counts twice.
Matching pairs the same normalized business name in the same city on both engines, October 20 to 31, averaging each engine's ratings. Names that differ don't match, so 1,252 of 2,410 businesses on Yelp-linked cards made it in, and 1,255 of 3,192 on other cards, across all 60 US cities. The overlap share uses 2,158 Yelp business-page links.
We collected answers the same way on both sides of every change here, which narrows the explanations but can't rule out a capture change; no number here proves a cause or is a customer result, and no business is named.
Sources
- What changed in ChatGPT in October: GPT-6, UTM tracking and sources, Sistrix, October 30, 2026. GPT-6 rollout date and the block layout.
- Don't Ask for Reviews, Yelp Support Center. Yelp's rule against asking for reviews.
- Don't Ask For Reviews: Why Yelp Does Not Recommend Solicited Reviews, Yelp Official Blog, January 18, 2017. Not-recommended reviews left out of the star rating.
- Nearly Half of Consumers are Asking AI for Business Recommendations, BrightLocal, March 10, 2026. The 42% who check the review site, from BrightLocal's Local Consumer Review Survey 2026.
- Tips to improve your local ranking on Google, Google Business Profile Help. Google's prominence wording.
- Yelp brings reviews and local leads to ChatGPT, MarTech, July 28, 2026. Axios's report of the OpenAI licensing deal.
- Q2 2026 Letter to Shareholders, Yelp, August 6, 2026. Yelp's ChatGPT and Request-a-Quote statements, and the commissioned study.
- The next hurdle for AI agents: getting websites to let them in, TechCrunch, October 6, 2026. Yelp's policy on non-human traffic.
- Yelp Announces Date of Third Quarter 2026 Financial Results, Yelp Investor Relations, October 22, 2026. The November 5 results date.
- What is a claimed business?, Yelp Support Center. How to claim a Yelp page.
Sources read November 1, 2026.
Dylan Allen-Arnegård is the CEO & Co-Founder of Cheers, the done-for-you local visibility partner for established home-service companies and PE-backed portfolios.