Will ChatGPT recommend my business if I have no reviews?
EasyFound · · 7 min read
Yes, ChatGPT can recommend a business without leaning on its reviews. In our Malaysian tests, it said nothing about reviews in about nine in ten of the times it named a business. Next to the name, it usually cited a page about the business, most often its own website. Put your facts on a page ChatGPT can read, and keep collecting reviews for the customers who check.
Yes, ChatGPT can recommend a business without leaning on its reviews. In our Malaysian tests, it said nothing about reviews in about nine in ten of the times it named a business. What sat next to the name was usually a page about the business, most often its own website.
We didn't check how many reviews those businesses had, so many may have had plenty. But reviews were rarely what ChatGPT put forward. So if you've just opened, or your listing has three reviews while the shop down the road has three hundred, you're probably not locked out. You need ChatGPT to find the facts that reviews can't give it.
How often does ChatGPT mention reviews when it recommends a business?
ChatGPT rarely mentioned reviews when it named a business in our tests. We read all 504 times it named a Malaysian business across three tests, and noted what it said about each one's reviews. It gave a rating or review count 20 times. It used wording like "verified reviews" another 27 times. The other 457 times, reviews didn't come up.
| Trade | Times a business was named | With any remark on its reviews |
|---|---|---|
| Accounting and tax | 92 | 0 |
| Solar installers | 50 | 0 |
| Wedding photographers | 13 | 0 |
| Renovation contractors | 86 | 3 |
| Bakeries | 11 | 1 |
| Tuition centres | 8 | 1 |
| Company secretaries | 10 | 1 |
| Aircon servicing | 9 | 5 |
| Dentists | 15 | 11 |
| Aesthetic, skin and dermatology clinics | 210 | 25 |
Dentists, aircon servicing, bakeries, tuition centres and wedding photographers each come from one local question asked three times, so treat those rows as examples, not trade averages.
Our tally of reviews in ChatGPT's answers saw the same from the other side: it repeated a specific rating in fewer than one answer in ten. That tally counted whole answers, hotels included; this one counts each business named, so the figures differ but point the same way.
What did ChatGPT show instead of reviews?
When it didn't mention reviews, ChatGPT usually cited a page about the business itself. For the 457 namings with no word about reviews, the page cited next to the name was:
- the business's own website, about two times in three;
- another page, such as a government page, a guide or another firm's site, about one time in five;
- a directory or listing, such as Recommend.my or WhatClinic, about one time in ten;
- a Google Maps link, or nothing at all, for the rest.
The six local questions show it best. Each of the 40 times ChatGPT named a business there without a remark on reviews, it gave a service, an area or both. It wrote lines like "Covers Puchong and surrounding townships" for an aircon firm, "their FAQ states they offer halal bumiputera products" for a bakery, and "they list actual-day coverage and pricing on their site" for a wedding photographer.
Free pages counted too. In 48 namings, the page beside the name was the business's free Google Sites page, and none of those came with a word about reviews. A website doesn't need to cost much for ChatGPT to read it.
When does ChatGPT care about reviews when it recommends a business?
ChatGPT brought up reviews most for one dentist question in our tests. Asked three times for a good dentist in Petaling Jaya, it remarked on reviews in 11 of the 15 times it named a dentist, often citing the WhatClinic directory. That's a single question, so it shows what can happen, not a rule for clinics. Even a single review got quoted there, as our reviews tally found.
Across 30 aesthetic and skin clinic questions, it was only about one in eight. It rose when the patient asked for it: a question about a facelift clinic in KL "with good reviews", asked twice, drew review remarks for 5 of the 7 clinics named.
Outside research adds a twist. A 2026 audit by Vladimir Pitenin covered 4,776 cafes, restaurants and bars in Bali1. It tested four AI assistants together, ChatGPT among them. It found that getting into answers "is associated with documentation": review volume, an own website, listed prices and mentions on other sites. So review volume did matter there, alongside the rest.
The star rating "is null at this margin", but "among recommended venues, rating significantly predicts first position"1.
Our reading: reviews are one kind of evidence among several, and the others are within reach on your first day. That audit counted all four assistants together and covered food venues in Bali, not Malaysian service businesses.
What can't our tests tell me about ChatGPT and businesses with no reviews?
- How many reviews the named businesses really had. We recorded what ChatGPT wrote, not their Google counts, so many may have had reviews it didn't mention.
- Who was left out. We saw who got named, not the businesses that never appeared.
- The app, other trades and other dates. We used OpenAI's API in late September 2026. The ChatGPT app, with its maps and your chat history, can differ.
How do I get ChatGPT to recommend my business before I have reviews?
Give ChatGPT the facts it quoted most: what you do and where.
- Request EasyFound's free check. See what ChatGPT says when customers ask for a business like yours, such as "Can you recommend someone to service my aircon in Puchong? It's leaking and I need it fixed this week." Then go through it with us on a free call.
- Write your services and areas on a page ChatGPT can read, even a free one. Name the neighbourhoods you cover, plus anything customers filter on, such as halal status, CIDB or SSM registration, or packages. Here's how to write a page ChatGPT will quote.
- List yourself on the directory your trade uses, such as Recommend.my for home services or WhatClinic for clinics, with the same services and areas.
- Ask your first customers for reviews anyway. People check them after ChatGPT names you, as our reviews tally explains, and in the Bali audit the rating was linked to who got listed first.
EasyFound is an AI SEO service for Malaysian businesses. We check six AI tools in English, Malay and Chinese, and do the work of putting your facts where they look, so you get named while your reviews catch up. The free check below is the first step.
Is ChatGPT naming you yet?
See what ChatGPT says when customers ask for a business like yours, reviews or not, then go through it with us on a free call.
Frequently asked questions
Can ChatGPT recommend a new business with zero reviews?
Probably, though our data can't prove it. In EasyFound's September 2026 tests of Malaysian questions through OpenAI's API with web search, ChatGPT said nothing about reviews in 457 of the 504 times it named a business. Next to the name it usually cited a page about the business, most often the business's own website. We didn't look up how many reviews those businesses really had, so this shows reviews rarely came up, not that the businesses had none.
Will ChatGPT recommend a competitor with 100 reviews over me?
Sometimes, but not only because of the reviews. A 2026 audit of cafes, restaurants and bars in Bali, across four AI assistants including ChatGPT, found that more reviews, an own website, listed prices and mentions on other sites were all linked to being recommended. Star rating wasn't linked to getting named, but it did predict who was listed first.
Does ChatGPT use my website or review sites to decide whether to recommend me?
Mostly websites, in EasyFound's Malaysian tests. When ChatGPT named a business without mentioning its reviews, the page cited next to the name was the business's own website about two times in three. Free Google Sites pages counted: 48 times a business was named next to one, and none of those 48 came with a word about reviews.
Why does ChatGPT talk about reviews when I ask for a dentist or clinic?
The dentist question was where ChatGPT brought up reviews most in EasyFound's tests, but it was one question. Asked three times for a good dentist in Petaling Jaya, it said something about reviews in 11 of the 15 times it named a dentist, often citing the WhatClinic directory. Across 30 aesthetic and skin clinic questions it was only about one in eight. In our tests of accountants, solar installers and wedding photographers, it never did.
Sources
Our data: EasyFound, What ChatGPT said about businesses it named, with or without reviews, October 2026. We made no new AI calls: every figure comes from saved answers through OpenAI's Responses API with web search and location set to Malaysia, not the ChatGPT app. Three tests: 12 buying questions in renovation, solar, company secretary and accounting, each in English, Bahasa Malaysia and Chinese, asked three times on 24 September 2026 (gpt-5.4-mini); 6 local questions such as "halal bakery in Subang Jaya for a birthday cake", asked three times on 26 September (gpt-5.4-mini); and 30 aesthetic, skin and dermatology clinic questions asked twice on 29 September, with web search required (chat-latest). The 210 clinic namings count each branch or spelling as ChatGPT wrote it; our clinic check merges branches and spellings, which gives 208. We left out the first test's hotel questions, because hotels aren't the trades this article is about. Hotel answers quoted booking-site scores more often, as our reviews tally shows, so including them would lower the "nothing about reviews" share a little. Most questions were short keyword phrases, not the chatty way people type. A naming is one business in one answer; for the first test we used the same business list as our big brands test, plus one renovation firm named only in Chinese characters that the list's name matching missed (ChatGPT quoted its Google rating, so it counts as a review remark). We read the lines naming each business, coded what they said about its reviews by hand, and recorded the kind of page cited in those lines. Download the coding (CSV). We don't name the businesses, because one test isn't a ranking.
Other sources:
- Vladimir Pitenin, Invisible to the Machine: Auditing AI Restaurant, Cafe, and Bar Recommendation Against a Complete Market Census, arXiv, August 2026, abstract read 4 October 2026 (link)
The coding is shared under CC BY 4.0: you're free to reuse it, with credit to EasyFound.
ChatGPT changes often; treat these figures as a dated measurement.
Research by Janice Pang, EasyFound.