Short answer. AI tools work out which business is which from the names, addresses and descriptions they find across many pages. Conflicting details make that harder. Pick one name, one description and one web address, and use them identically on your site, your Google Business Profile, your directory listings and your schema markup.
What "entity" means here
An entity is one specific thing a search system can identify, such as a particular dental practice in Sandton, as opposed to the words "dentist Sandton". When an AI answers "who should I call", it is choosing between entities. If your business appears as "Smile Dental", "Smile Dental Studio" and "SD Practice" on different pages with different addresses, there is no single, clear thing to choose.
A caution about what is proven. No AI company has published how it matches or ranks businesses. What follows combines documented guidelines from Google and Wikidata with a plain reading of how matching works. Where something is our reasoning, we say so.
Training and live search
Entity work pays off in both of the ways an AI learns about you.
- Live search. The AI reads current pages. Matching details across your site, listings and markup make it easy to confirm the pages describe the same business. This is the route you can change in weeks.
- Memory. Models learn from a snapshot of the web up to a cut-off date. Anthropic lists a June 2026 knowledge cut-off for its current Claude models (Anthropic). Being described the same way in many places before that date is what can make it into memory, and it only updates when a new model is trained. This is our reading, not a documented rule. See memory versus live search.
The five basics
- Fix your canonical facts. Write down one business name, one short description (one sentence), one web address, one phone number and one address format. Keep that as your reference.
- Use the real-world name. Google's guidelines say your Business Profile name "should reflect your business's real-world name, as used consistently on your storefront, website, stationery, and as known to customers" (Google). Do not add keywords or taglines. Google lists these as reasons for suspension.
- Match the details on every profile. Your site, Google Business Profile, Bing Places, industry directories, LinkedIn and social pages should carry the same name, address and phone. Google's guidelines call for a "precise, accurate address and/or service area" and a website that "represents your individual business location" (Google). Google does not spell out matching phone and address formats across directories; that advice comes from local-search practice, so treat it as good hygiene, not a rule.
- State it in markup. Organization or LocalBusiness schema puts your name, address and web address in a machine-readable form, and
sameAslinks to your other profiles (Google). See schema for AI search.
- Be mentioned by name elsewhere. In an Ahrefs study of 75,000 brands, branded web mentions had the strongest correlation with Google AI Overview mentions at 0.664, and Ahrefs says correlation is not causation (Ahrefs). Ask partners, suppliers, local associations and customers to use your exact name when they write about you.
Where to keep details identical
| Place | Match |
|---|---|
| Your website footer and contact page | Name, address, phone, same web address |
| Google Business Profile | Real-world name, precise address, your website |
| Directory and review listings | Same name and phone, same website |
| Social profiles | Same name, same one-line description, link to your website |
| Schema markup | Same values as the visible text |
| Press mentions and partner pages | Exact business name |
What about Wikipedia and Wikidata?
Do not create either as a shortcut. Wikipedia expects significant coverage in reliable sources independent of the subject, and says advertising, press releases and the subject's own website are not independent. Wikidata is looser: an item qualifies if it has a valid sitelink to a Wikimedia project, describes a "clearly identifiable conceptual or material entity" with "serious and publicly available references", or fills a structural need (Wikidata). A small local business usually does not qualify, and that is fine. Read the policy before creating anything, and let independent coverage come first.
Check that it worked
Ask each AI "tell me about [your exact business name]" with search on. Look for the right address, the right website and no confusion with a similarly named business. Our step-by-step check shows how, and the full improvement plan is in how to get recommended by AI.
Frequently asked questions
What is an entity? In search, an entity is a distinct, identifiable thing, such as one specific business, as opposed to a keyword. Making your business a clear entity means the name, address, website and description all point to the same one thing.
Do I need a Wikipedia page? No, and you should not write one for your own business. Wikipedia expects significant coverage in independent reliable sources, and your own website and press releases do not count.
Do I need a Wikidata entry? Only if you qualify. See the criteria above (Wikidata).
Does the same name everywhere guarantee an AI recommendation? No. No AI company has published how it matches businesses. Consistency removes a reason for confusion; it does not create a recommendation.
What if my business has changed its name or address? Update your site, Google Business Profile, directories and markup together, and say plainly on your site that you were formerly known under the old name. This is our advice, not a documented rule.
Sources
Checked on 27 October 2026. We did not read Wikipedia's notability policy directly in this check; the Wikipedia statement comes from a search summary of its general notability guidance, so re-check it before quoting.