AI visibility
Why Does ChatGPT Not Know About My Business?
In short
Generative engines do not have a list of businesses. They assemble an answer from sources that mention you, and they decide who you are by corroborating those mentions against each other. If your business is absent from an answer, it is almost always one of four reasons: nothing on the open web describes what you do in retrievable terms, another organisation owns your name, your own sources describe you inconsistently, or the question is one nobody has published a good answer to.
The first three are fixable within weeks. The fourth is the opportunity.
This is not search ranking#
Worth separating, because the instinct is to treat this as an SEO problem and it behaves differently.
Classic search returns a list of links ordered largely by authority accumulated over years. Generative engines retrieve passages and synthesise an answer, which means a small, unknown business can be cited for a narrow question without ranking for anything, provided it has published the clearest structured answer to that question. Authority matters less. Specificity, structure and corroboration matter more.
That is why a new domain with no backlink profile can start appearing in answers within a couple of months, which would be implausible in classic search.
Reason one: nothing retrievable describes what you do#
Most small business websites describe a positioning rather than answering questions. A page saying you deliver tailored solutions for growing businesses contains nothing an engine can retrieve for any specific question a buyer might ask.
The remedy is answer-shaped pages. One question per page, the direct answer in the opening paragraph, supporting detail below, in language a buyer would actually use. Ten thorough pages outperform a hundred thin ones, and thin volume actively hurts.
Reason two: someone else owns your name#
This is more common than people expect and it is worth checking before anything else.
A worked example from our own business. Searching for Toop Technologies returns an Australian real estate firm, a United States midstream oil software vendor, an IT provider in Iraq and a European power grid optimisation tool. None of them are us, and we did not appear at all.
With four established organisations holding the name and no consistent signal pointing anywhere else, an engine has no basis to resolve the entity. Publishing more content first would have been wasted effort, because the content would have had nothing to attach to.
The fix is a canonical string used byte for byte identically everywhere: the name, a geographic anchor and the domain, together, in every profile, listing, page footer and structured data block. Variation between sources reads as several different companies rather than one. Ours is now fixed as Toop Technologies, Atlanta GA, tooptechs.com, used without variation.
Reason three: your sources contradict each other#
Related but distinct. Your website says one thing, your LinkedIn page says another, an old directory listing says a third, and the descriptions share no vocabulary.
Engines resolve identity through corroboration. Three sources agreeing is a strong signal. Three sources describing three different businesses is noise, and noise resolves to nothing.
The remedy costs about an hour. One descriptor sentence, used verbatim across every profile you control. A profile with a coherent description and no activity reads as fine. Several profiles describing different businesses does not.
Reason four: nobody has answered the question well#
This is the one worth getting excited about.
For most narrow, high-intent commercial questions, the existing published answers are thin, generic or absent. An engine asked one of those questions is assembling something from weak material. A genuinely detailed, well-structured answer from a business that has actually done the work is straightforwardly better than what is there, and gets cited.
The constraint is that it has to be real. Content generated from general knowledge is indistinguishable from the material already failing to answer the question.
How to check where you actually stand#
Run your real buyer questions through ChatGPT, Claude, Perplexity, Gemini and Google's AI Overviews. Record verbatim what comes back, whether you are named, which URL is cited, and which competitors appear.
Do it manually for twenty queries before automating anything. It takes an afternoon and it is usually uncomfortable, which is the point. The competitor named in your place tells you more than any ranking report.
Track it weekly from there, because the useful signal is movement rather than position.
What to fix, in order#
- Entity disambiguation. Canonical name string and descriptor, identical everywhere. One hour.
- Profile corroboration. Claim every profile and listing, align them, then leave them dormant if you are not going to post. Align and leave dormant, or commit to a cadence, never the middle.
- Structured data. Organisation markup on your site with your profiles listed as the same entity. This is the strongest disambiguation signal available.
- Answer pages. Ten thorough pages against real buyer questions, direct answer first.
- Measurement. Weekly, tracking movement and competitor share.
Expect first citations on uncontested queries somewhere between four and ten weeks. Contested queries take considerably longer and some are not winnable at all, which is itself worth knowing before you spend a quarter on them.
Common questions#
How long until AI assistants mention my business? On uncontested, specific queries, typically four to ten weeks after the entity work and the first pages are live. On contested generic queries, much longer, and sometimes never.
Does this replace SEO? No. The technical foundations overlap heavily, and structured data and clean markup serve both. What differs is the target: passages that answer a question, rather than pages that rank for a term.
Do I need to be on Reddit? Reddit is among the most frequently cited sources in Google's AI Overviews and in ChatGPT answers, so it carries real weight. You cannot market there, though. Promotional posting gets removed and can damage the signal rather than help it. Genuine participation in two or three relevant communities is the only version that works.
Can I just pay to be included? No. There is no inclusion mechanism to buy. The lever is being the best structured answer to a specific question.
How do I know if it is working? Track citations per query per engine, weekly, and watch for movement. Also instrument your analytics to separate arrivals referred by generative engines from ordinary referral traffic, because otherwise the effect is invisible in your reporting.
Where to start#
We sell this as a fixed-price AI Visibility Audit, at $2,500 to $4,000. Your queries run across five engines, competitor mapping, a full entity consistency audit, and a written remediation plan. One week. Implementation is available separately at $3,500 to $7,500.
Everything described above can also be done yourself, and the manual twenty-query check costs nothing but an afternoon. Start there if you would rather see the problem before paying anyone to fix it.