Best-of Lists and AI Recommendations: How to Earn a Place

Best-of lists and AI recommendations are closely linked, because engines answering "best X in Y" questions search the web and often cite pages that already compare businesses. You get onto those lists by finding the ones that appear for your customers' questions and giving each author verifiable reasons to include you, never by paying for a hidden place.

• OpenAI says ChatGPT search rewrites a question into 1 or more targeted queries for its search partners, so pages ranking for "best" searches can feed the answer (OpenAI Help Center on searching the web with ChatGPT).
• Google's guidance on reviews, updated 10 December 2025, asks writers of ranked lists to say why something is best, with first-hand supporting evidence (Google Search Central on writing high quality reviews).
• Google's spam policies, updated 28 August 2026, count exchanging money for posts that contain links as link spam unless the link is qualified (Google's spam policies).
• The AI Search Visibility Checker gives 25% of a website's AI Visibility Score to how often the business is named on other websites.

Why do AI engines quote best-of lists?

AI engines quote best-of lists because those pages already answer the question the customer asked: which businesses are good, and why. The engine searches, and the lists are what the search returns.

A recommendation question such as "best wedding florist near Bath" has no single correct answer on any florist's own website. When ChatGPT searches, OpenAI says it rewrites the question into one or more targeted queries and sends them to the search providers it works with, and it ranks the results using several factors aimed at relevant, reliable information. The pages that rank for "best florist Bath" are mostly guides, directories and comparison articles, so they become the raw material of the answer.

Google works in a similar way for AI Overviews and AI Mode. Its page on AI features and your website says they may use query fan-out, issuing multiple related searches across subtopics, and can show a wider and more diverse set of links than a classic results page. One recommendation question can therefore pull in a list of florists, a venue's supplier page and a review site, each cited for a different part of the answer.

Lists also match the shape of the answer. A good list names several businesses, says who each one suits and gives a reason, much as an engine's reply does. None of the engines documents a preference for lists as such, but owners who check the sources beside AI answers to "best" questions see them cited again and again.

How do you find the lists that matter for your business?

Find the lists by searching the way your customers do, in each engine, and recording which list pages appear. Those pages, not a generic directory roundup, are your targets.

Write down 10 to 15 recommendation questions a customer might ask, using the words customers use: "best", "top rated", "recommended", "for families", "near" a named area and "for" a particular need. Ask each one in ChatGPT, Perplexity, Claude, Copilot and Google, and note every list page cited or ranking on the first page of results. A physiotherapy clinic in Bristol might end up with a local health guide, a running club's recommended practitioners page, a review platform's top ten and a parenting blog's list of clinics that treat children.

For each list, record what the author used to decide. Some lists are written by a local journalist who visited, some are compiled from review scores, some are directories sorted by paid tiers and some are pages owned by a competitor. That tells you how each list can be earned, and which ones are not worth chasing at all.

Kind of list	How places are usually decided	What to offer
Editorial guide by a journalist or blogger	The writer's own visits, research and reader tips	Facts, evidence and an invitation to try the service
List built from review scores	Ratings and the number of reviews on a platform	A steady flow of genuine customer reviews
Trade body or association list	Membership, qualifications or awards	Up-to-date membership and a complete profile
Directory with paid tiers	Payment, often labelled as featured or sponsored	Only a clearly labelled placement, if the directory is worth it
Competitor's own "best of" page	The competitor's interests	Nothing; aim for independent lists instead

What does a list author need from your business?

A list author needs a reason to include you that readers can check: what you do best, who you suit and the evidence behind it. Give them that in a few lines.

Google's guidance on writing reviews describes what a good ranked list contains, and it doubles as a brief for what to send. It asks list writers to make each entry useful enough to stand on its own, to explain why something is the best overall or the best for a certain purpose, to say what sets it apart from competitors and to support it with first-hand evidence. A writer following that advice cannot use "we offer excellent service", but can use "the only clinic in north Bristol with a specialist in running injuries in children".

Prepare one short fact sheet and keep it current. It should hold your standard description, your specialism, the kind of customer you suit best, your areas and hours, any qualifications or memberships, links to your review profiles and two or three real photographs the writer may use. Add one honest limitation as well, such as no weekend appointments, because Google's guidance asks list writers to discuss drawbacks as well as benefits, and an author who sees you volunteer one is more likely to trust the rest.

Being "best for" something specific is often easier than being best overall. A list of the best bakeries in Leeds may have room for one sourdough specialist, one cake maker and one place open early, and a business that is clearly one of those has a reason to be named. Choose the niche that is true of you, and say it the same way everywhere.

How should you approach the author of a list?

Approach a list author with a short, specific message that makes their page better, not a request for a favour. One clear fact beats a paragraph of praise.

Find the author's name and the page's last update date before you write. Write to the person rather than a general inbox where you can. Busy writers answer short messages, so keep yours to a handful of lines that cover the essentials.

• Name the exact list and the reason you are writing, such as a gap for a type of customer it does not cover.
• State your specialism and one checkable fact in a sentence, with a link to your reviews or credentials.
• Offer something useful to the writer, such as a visit, a sample or a short comment for their next update.
• Say plainly that you are the owner, and ask for nothing in return for money.

Then accept the answer you get. Many authors update their lists once a year, some never reply and some will decide you do not fit, which is their call to make. If a list contains a factual error about you, such as an old address or a closed branch, a polite correction is always reasonable and is usually welcomed.

Can you earn a place by becoming more notable?

You can, and over time it is the more reliable route, because writers build their lists from what they already see. Reviews, press and a clear specialism all make you easier to find.

Many lists are compiled from review platforms and local coverage, so a business with recent, detailed reviews and a few press mentions is the one a writer comes across while researching. Ask every satisfied customer for a review with a direct link, and encourage them to mention what you did and where, because specific reviews give list writers and engines alike something to quote. Reply to critical reviews calmly, since a writer reading your profile sees those replies too.

This is where brand mentions for AI search pay off over a year: a business named in local news, listed by its trade body and recommended in community threads is the one list writers already know about. Entering genuine awards and publishing a useful guide in your field add to that picture. None of this is quick, but it is also what keeps a place on a list once you have one.

What should you avoid when trying to get onto lists?

Avoid paying for a place that is presented as independent, buying links in list articles without disclosure and publishing fake lists of your own. They can damage your standing with search engines and with customers.

Google's spam policies define link spam as links created primarily to manipulate search rankings, and give as examples exchanging money for links or for posts that contain links, and sending someone a product in exchange for writing about it with a link. They add that such links are not a violation as long as they are qualified. Google's page on qualifying outbound links says links that are advertisements or paid placements should be marked with the sponsored value, so a paid directory tier or sponsored mention is acceptable only when it is labelled as such.

Be wary of anyone selling guaranteed places on "best of" articles or "AI recommendation" packages. A list that sells its places is not a list a careful reader trusts, and Google's guide to generative AI features says seeking inauthentic mentions is not as helpful as it might seem. If a sponsored placement still makes sense for the audience it reaches, buy it as advertising, expect it to be labelled and judge it on the customers it brings.

Is it worth publishing a best-of list on your own website?

A list on your own website that ranks you first is not independent, so engines and readers have little reason to treat it as a recommendation. An honest buyer's guide is a better use of the page.

Picture a plumber in Nairobi publishing "the 10 best plumbers in Nairobi" with itself at number one, hoping engines will quote it. A reader sees through it at once, and Google's reviews guidance asks for first-hand evidence and a fair look at drawbacks, which a self-ranking list rarely provides. It is still your own voice, so it adds none of the independent support a mention elsewhere gives.

What does work on your own website is a guide that helps a customer choose, such as how to pick a wedding florist, what to ask a roofer before you hire one or which type of service suits which need. Such a page answers real questions, can be cited for them and shows your expertise without pretending to be neutral. To see whether pages like that are quotable, scan your website with the AI Search Visibility Checker, which shows the question each page can win and the passage an engine would quote.

Questions business owners ask about best-of lists

Do I have to pay to be included on best-of lists?

No. The editorial lists worth being on choose businesses on merit, and some directories sell featured places, which Google treats as acceptable when the paid link is marked as sponsored. Treat any paid place as advertising and judge it on the customers it brings.

How many lists should I try to get onto?

Start with the five to ten lists that appear for your customers' main questions, since those are the ones engines are already reading. A place on one list that appears for your best question is worth more than many on lists nobody sees. Add new targets as your question panel changes.

What if a list includes my competitors but not me?

Write to the author with one specific reason you belong, such as a type of customer the list does not yet cover. Accept that the decision is theirs, and keep building reviews and coverage in the meantime. Lists are often updated once a year, so a polite note now may count at the next update.

Will being on a list guarantee that ChatGPT or Google recommends me?

No, OpenAI says placement in ChatGPT search is not guaranteed, and Google says the same of indexing and serving. A place on a list that engines cite improves your chances of being named, especially when several independent sources agree. Watch your question panel over a few months to see the effect.

Your next five list requests

Pick the five lists that appear most often for your customers' questions, prepare your fact sheet once and send one tailored message a week. Track each one so you can follow up at the next update.

Start by running your recommendation questions in all five engines and choosing the five list pages cited most, ignoring any owned by a competitor or sold without labels. Write your fact sheet with your standard description, specialism, best-fit customer, evidence and one honest limitation, and keep it in a document you can paste from. Then write to one author a week, each message naming their list and the gap you fill, and note the date, the reply and the list's next update.

After five weeks, run the question panel again and see whether any of those lists now name you and whether the engines' answers have changed. Keep collecting reviews and press mentions alongside, because they are what list writers find when they research the next edition. The places that last are the ones a writer would give you again without being asked.