AI brand mentions: recommendation, citation, bare link or mistaken identity?

One baseline and five outcomes behind an AI brand mention

AI products don't label what they did with your business. You have to read the answer. Say the owner of a plumbing business in Caloundra asks ChatGPT who can fix a leaking hot water system nearby, and the business name turns up in the reply. That one sighting could be a plain mention or any of the outcomes below, and only some of them bring in work.

Treat these as working definitions. No AI product publishes a shared vocabulary for them, so write yours down and apply it the same way every time, or your counts will drift from month to month and from one person checking to the next.

One answer can hold several outcomes at once. A reply might recommend you, cite a directory for your phone number and list your blog post as a bare link. Log each outcome on its own line rather than giving the whole answer one label.

Why a citation isn't a recommendation

A citation backs up one sentence in an answer, while a recommendation puts your business forward. Google's guide to generative AI search says AI Overviews and AI Mode show "prominent, clickable links to relevant web pages that support the information in the response." Perplexity's help centre says each answer includes numbered citations linking to the original sources. Anthropic's web search tool documentation says citations are always enabled for web search, and each one carries the page's URL, its title and up to 150 characters of the cited text. The guide to how AI search works covers how those sources get picked in the first place.

So your page can be cited while someone else gets the job. Say an electrician in Nambour publishes a clear guide to switchboard upgrades. An answer about charging an electric car at home might cite that guide for the technical detail, then name two other electricians when the person asks who to call.

It works the other way, too. OpenAI's help centre says ChatGPT may share a user's location with trusted third-party providers of local information, such as nearby business listings. So a recommendation can rest on a listing or review site and never link to your own pages.

Keep the two counts apart, because the official reports only see one of them. Each product places its sources differently, and that placement decides whether a link you spot is a citation or a bare link. The table sums up what each product's own documentation says. A recommendation that shows none of your URLs registers in none of these reports, which is why your own log matters. If a tool or agency reports "AI brand mentions" as one figure, ask which outcomes it counts and for the raw answers behind it. The guide on comparing AI visibility reports lists the other settings to check.

Bare links and implied mentions: found, but not vouched for

A bare link is your page appearing with nothing said about it. OpenAI's help centre says the Sources button in ChatGPT shows "cited sources and other relevant links", so a link in that panel isn't automatically a citation. OpenAI's publisher FAQ describes an even barer case. If OpenAI gets the URL of a page its crawler is blocked from, through a third-party search provider or other pages, it may show just the link and page title in ChatGPT Atlas. The same FAQ says that for site content to be included in summaries and snippets in ChatGPT, you shouldn't block OAI-SearchBot. Whether a crawler visited is a separate question again, covered in why a crawl does not prove an AI citation.

An implied mention is the opposite problem: the answer seems to know about you but never says your name. That usually means your details are described somewhere the product reads, while your name isn't attached to them clearly enough. Treat a bare link as proof your page was found relevant, and an implied mention as a clue to tidy up. Neither is a win to report. Log each on its own line, then check these things:

• The bare link points to the page you'd want a customer to land on. An old URL or a thin tag page wastes the visit.
• The page title makes sense on its own, since it may be all a person sees. "Services" tells them nothing. "Hot water repairs in Caloundra" does.
• The page shown has your business name near the top, so a reader who clicks knows whose page it is.
• For an implied mention, find the details the answer used, such as a street, a service or an opening hour, and check which of your pages or listings says them without naming the business.
• Where those details sit on a page you control, put your trading name in the same paragraph, written the way it appears on your Business Profile.

Entity ambiguity: how to make your business hard to confuse

Entity ambiguity means an answer can't tell your business apart from another one. Google's knowledge panel help uses the word entities for the people, places, organisations and things in its Knowledge Graph. Trouble starts when two businesses share a name, or when your own details disagree. ASIC says registering a business name protects you from another business using an identical or nearly identical name, but it doesn't stop others using similar words in theirs. It does nothing about a business with the same name overseas, either.

Fix your own records first. Google's Business Profile guidelines say your name should reflect your real-world business name, as used consistently on your storefront, website and stationery and as known to customers. Google's knowledge panel help says a local business should manage its presence on Search and Maps through a Business Profile. On your website, Google's Organization structured data documentation says the markup can help Google disambiguate your organisation in search results. Its sameAs property lists your profiles on other sites, and legalName holds a registered name that differs from the one you trade under.

Then check the rest of the web. The guides to business listing accuracy and accurate company facts in AI answers take the clean-up further. If a wrong fact keeps returning after you've fixed your own details, see AI source correction and retraction. Watch for these signs in the answers you log:

• A phone number or address beside your name that isn't yours, or a service you don't offer.
• Reviews or ratings that belong to a business with a similar name.
• An old trading name or a former address that keeps coming back.
• The owner's name tangled up with another person of the same name.
• Two of your own listings that disagree, and the answer picks the wrong one.
• A suburb or region you don't serve, which often traces to a same-name business elsewhere in Australia.

Read the wording, the position and the rivals beside you

Whether you appear is only half the reading. How the answer describes you, where you sit in it and who sits beside you decide whether a mention helps or hurts. A recommendation that says "cheaper, but reviews mention slow callbacks" puts a doubt in the reader's head before they've called. An answer that names you fourth, after three rivals with fuller descriptions, gives the person three easier choices first.

Microsoft says its citation figures in Bing Webmaster Tools don't show ranking or where a page sits within an answer, and Search Console's generative AI report counts URLs, not the words around your name. So position and wording only exist in your own log. Record them answer by answer, the same way each time:

• Your order among the businesses named: first, second, later, or only in a follow-up reply.
• The exact words attached to your name, copied rather than summarised, so you can compare months later.
• Any caution, complaint or limit, such as old reviews, slow responses, a narrow service area or a closed location.
• The rivals named in the same answer and the reasons given for each.
• Where each reason seems to come from: your site, your Business Profile, a directory, a review site or a local news story.
• Facts that were true once and aren't now, such as former opening hours or a service you've dropped.

How to check your AI brand mentions each month

Use a fixed question set, asked the same way each month in the products your customers use. Write the questions the way a customer would type or say them, with the suburb and the service in them, and keep them unchanged so the months compare. Microsoft's AI Performance report shows grounding queries, which it describes as key phrases the AI used when retrieving content referenced in answers. If you have the report, those phrases are a good source of realistic wording.

Record the date, the product, whether you were signed in, the location setting, the question, each outcome found, your position, the exact wording, any URL shown and the next step. OpenAI's help centre says ChatGPT may estimate location from your IP address and may use saved memories when memory is on, so note those settings with every run. The AI visibility checklist covers the site-side checks to pair with this log.

Then run every answer through the same questions, in order. The facts check comes before the recommendation check, since a recommendation built on another business's details sends customers astray.

1. Is your business named in the answer text? If not, check whether it's described without a name, then check the sources for a citation or bare link.
2. Do the facts beside your name match your business? If any don't, log entity ambiguity, then keep going.
3. Is your business offered as an option for the person's need? That's a recommendation. Note your position, the reasons given and where they seem to come from.
4. Does the wording carry a caution or a stale fact? Copy it word for word.
5. Is one of your URLs shown? Attached to a statement, it's a citation. Sitting only in a list or panel, it's a bare link. Note which page either way.

Worked example: a Caloundra plumber's month of AI answers

This example is hypothetical, and every number in it is illustrative, not a benchmark. Say a plumbing business in Caloundra uses the six questions above. The owner asks each one twice in ChatGPT and twice in Google's AI Mode across the month, signed out, with the location set to Caloundra. That's 24 answers. Because one answer can hold several outcomes, the counts below don't add up to 24.

Read the table from the top. Two answers paired the business with a former address, and both traced to an old directory listing, so that gets fixed first. Five recommendations look healthy until the owner sees Rival 1 recommended in eleven answers, which makes this business the second or third choice in most discovery answers. The single cautionary answer quoted an old review about slow callbacks, which the owner checks against the current Business Profile.

Next, the owner opens the sources in Rival 1's answers. Several cite a local news roundup of plumbers and a trade directory, and neither lists this business. The honest step is to check whether the directory accepts a genuine listing and whether the business has anything newsworthy to offer the local paper. Paying for placements or seeding comments is out, for the reasons in the FAQs below. The three citations all point to the business's hot water guide, but the cited passage never names the business or Caloundra, so the owner adds both next to it.

The bare links point to an old services page with the title "Services", so the page gets a clear title and a redirect check. Run the same 24 questions next month with the same settings, and compare line by line. Work through each outcome like this:

• Entity ambiguity: fix your own details, then report the answer. Google's AI Overviews help says the thumbs down icon lets you report a problem.
• Recommendation: keep the sources behind the reasons accurate, including listings you don't host.
• Rival recommendations: read their cited sources, and get listed on the genuine ones that should include you.
• Citation: put your business name and service area close to the cited passage.
• Bare link: fix the title or the target page, and don't report it as a win.
• Cautionary wording: answer the review or correct the page it came from, in your own name.
• Plain or implied mention: find where the answer could have seen your details and attach your name to them.