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Original data

Which websites does AI trust when it recommends a local business?

Last reviewed: August 17, 2026

Part of the complete guide to AI searchability.

When ChatGPT or Gemini recommends a local business, it is not speaking from memory. It is repeating what a small set of websites it trusts already say. To see which ones, we recorded every source two assistants leaned on across 326 answers about local trades, and the pattern was clear: they lean on directories, review platforms and community sites far more than on any business's own website.

This is what the data showed: the exact sites AI reached for, how they differ by country and by trade, and what that means if you want to be the business it names. For how those recommendations are formed in the first place, see how AI decides which businesses to recommend.

Illustration of an AI assistant drawing on directories, review platforms and community sites to choose which local business to recommend.
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Key takeaways
  • AI recommends from third-party sources, directories, review sites and communities, not from your own website.
  • Reddit was the single broadest source, cited by both assistants across the most trades and cities.
  • The trusted sources differ by country (Doctolib and PagesJaunes in France; Zocdoc and Doctify in the US and UK) and by trade.
  • 404 sources appeared in all, but 340 only once: a long tail of niche, local listings matters too.
  • Getting listed and reviewed on your trade's sources is what gets you named.

What we looked at

We ran the questions real customers ask, like "best dentist in Chicago" or "a good plumber near me", through ChatGPT and Gemini, for six local trades across nine cities in the US, UK, UAE and France. Then we recorded the sources behind every answer.

That was 54 checks in all, each a single trade in a single city, run on one of the two assistants with about six real customer questions, for 326 answers and 404 different websites cited. It is a focused snapshot, not a web-scale study: it covers local-service businesses, two assistants and a single point in time, so treat the numbers as a clear signal rather than the last word. What makes it useful is that it looks at exactly the thing most studies skip, which sources AI trusts specifically for local recommendations.

The websites AI trusts most

Across every trade and city, the same kinds of sites kept coming back: booking platforms, directories, review sites and one large community. The table below shows the sources cited in the most separate checks, out of 54, with how many times each was named.

Bar chart of the websites AI cited most across 54 local-business checks: Reddit (11), Doctolib (9), BestInHood (9), Zocdoc (7), PagesJaunes (6), Fresha (6) and Doctify (5).
The sources AI leaned on most across our 54 checks, by the number of checks each appeared in.
SourceWhat it isIn checksTimes cited
reddit.comCommunity forum1123
doctolib.frHealth booking (France)934
bestinhood.comLocal "best of" guide922
zocdoc.comDoctor booking (US)720
pagesjaunes.frBusiness directory (France)617
fresha.comSalon & spa booking615
doctify.comDoctor review platform516
bestprosintown.comLocal pros directory48
icreativez.comIndustry "best of" listicle410
lebonbon.frCity lifestyle guide (France)410
superprof.frCoach & tutor marketplace (France)316
ownsport.frPersonal-trainer marketplace (France)314
planity.comSalon booking (France)312
travaux.comHome-works directory (France)312
trainme.coPersonal-trainer marketplace312
expertise.com"Best pros" directory311
rotorooter.comNational plumbing service311
consumeraffairs.comConsumer review site310
treatwell.frSalon booking (France)310
thumbtack.comServices marketplace (US)38

It is almost never your own website

The clearest finding is what is missing. The sources AI leaned on were overwhelmingly third parties, directories and platforms that list many businesses, not the businesses' own sites. When a company's own website did appear, it was usually a single mention far down the long tail, not one of the sources the answer was built on.

That is the heart of it for an owner. A polished website reassures the customers who already found you, but it does little to get you named in the first place, because the assistant is reading the directories and review sites, not your homepage. Being present and well-reviewed on those third-party sources is what puts you in the answer. This is why a great business can still be invisible to AI.

Reddit shows up everywhere

One source stood out for its reach. Reddit appeared in more separate checks than any other site, across different trades and cities, and it was cited by both ChatGPT and Gemini. It was the only community forum to reach the top tier, sitting right alongside the professional directories.

For an owner that is worth knowing. Genuine discussion, recommendations and threads about your area and trade feed the same answers your listings do. You cannot manufacture it, but being the kind of business people mention and recommend in those places quietly helps you get named.

The trusted sources change by country

There is no single global list. The sites AI trusted in France were almost entirely different from the ones it trusted in the US and UK, because the assistants reach for the directories and platforms that dominate each market. Dubai was the only UAE city in this snapshot, too small a slice to break out on its own, so its checks sit inside the wider set.

MarketSources AI leaned on most
FranceDoctolib, PagesJaunes, Superprof, Ownsport, Planity, Treatwell, Travaux.com, Protrainer
US & UKReddit, Zocdoc, Doctify, Fresha, Rotorooter, Expertise.com, Thumbtack, BestInHood

And they change by trade

Within a country, each trade has its own set of trusted sources too. A dentist and a hair salon are recommended from almost entirely different places, so a generic "get on the big directories" misses the ones that actually matter for you. One nuance in the table below: for aesthetic clinics, individual clinics' own pages did appear, but that reflects the aggregate across many different clinics, not any single business's site carrying the answer on its own.

TradeSources AI leaned on most
DentistsDoctolib, Zocdoc, Doctify, Dentego
Aesthetic clinicsDoctolib, medical-spa directories, individual clinic sites
PhysiotherapistsDoctolib, Zocdoc, Libheros
PlumbersRotorooter, Thumbtack, Expertise.com, Travaux.com
Hair salonsFresha, Planity, Treatwell
Personal trainersSuperprof, Ownsport, Trainme

Beyond the big names, a long tail

The well-known platforms are only part of the story. Of the 404 sources we saw, 340 appeared in just a single check, a long tail of local directories, trade-specific listings, city guides and even individual businesses' own pages that an assistant surfaced for one particular question.

So the honest picture is two-layered. The big platforms in the table above are the reliable, cross-market bets, but a lot of local visibility is won on niche, trade-and-town-specific sources that never make a global top ten. It is worth checking which ones name businesses like yours: that long tail is where a lot of untapped local visibility sits.

What this means for your business

The practical version is short. AI recommends the businesses that the sources it trusts already carry, so the work is to become one of those names on the sources for your trade and your town, not to polish a website the assistant barely reads.

That means getting listed and well-reviewed on the directories and booking platforms above that fit your trade, keeping your details consistent, and earning the genuine reviews and mentions that feed the answers. For the full method, see how to improve your AI search visibility. To see which sources name you today, and which name competitors instead, a free Peekl check traces the sources behind your own results.

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Common questions

Which websites does AI use to recommend local businesses?
Mostly directories, booking platforms, review sites and community forums like Reddit, rather than the businesses' own websites. In our data the most-cited sources included Doctolib, Zocdoc, PagesJaunes, Fresha, Doctify and Reddit, and the exact set depends on your country and trade.
Does AI recommend businesses from their own website?
Rarely as a primary source. In our data a business's own site usually appeared only as a one-off mention in the long tail, while the answers were built from third-party directories and review platforms. A good website helps customers who already found you; third-party listings are what get you named.
Is Reddit really used by AI for local recommendations?
Yes. In our data Reddit appeared in more separate checks than any other single site, across different trades and cities, and was cited by both ChatGPT and Gemini. It was the only community forum to reach the top tier alongside the professional directories.
How do I get on the sources AI trusts?
Identify the directories, booking platforms and review sites for your trade and town, claim and complete your listings, earn genuine recent reviews, and keep your name, address and services consistent across them. That is the same groundwork that gets you named in AI answers.
How big was this study?
Honestly, focused rather than huge: 326 answers across six local trades and nine cities in the US, UK, UAE and France, run through ChatGPT and Gemini at a single point in time, citing 404 different websites. It is a snapshot, not a web-scale study, but it is real and it is specifically about local recommendations.

See where you stand

Reading about AI search is useful; knowing your own place in it is what helps. A free Peekl check asks the assistants the questions your customers ask and shows whether ChatGPT, Gemini and Claude recommend you today, who they name instead, and how often.

Free, no card needed.

Related reading

  • How do AI assistants decide which local businesses to recommend?
  • How to improve your business's visibility in AI search
  • Why your business might be invisible to AI (and why it matters)
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