• State plainly what you are, what you do, who it is for and where you operate.
• Keep name, description and key facts consistent everywhere your brand appears.
• Use Organization and Person schema with sameAs links to tie your profiles together.
• Third-party sources that confirm your claims carry more weight than your own site.
• Ask assistants about your brand regularly and fix the sources of any errors.

Search has been moving from matching strings of text to understanding things for more than a decade. Google's Knowledge Graph stores facts about entities and the relationships between them. Language models hold a fuzzier version of the same idea: associations between a brand name and the attributes, categories and sentiments that tend to appear alongside it. If those associations are weak or muddled, you are less likely to come up.

Why entity clarity matters

• Disambiguation: a model needs to know that your "Mercury" is the accounting software, not the planet, the element or the car brand.
• Categorisation: to be recommended for "best project management tool for architects", you must be firmly associated with that category and audience.
• Accuracy: clear facts reduce the chance of a model inventing details about you.
• Trust: an entity confirmed by many independent sources is a safer one to recommend.

Start with your own site

Say what you are, in plain words

Your homepage and About page should include a simple statement: "[Brand] is a [category] that helps [audience] do [outcome]." Vague taglines such as "Reimagining tomorrow, today" give a model nothing to hold on to.

Build a proper About page

• Legal and trading names, and what the organisation does and for whom.
• When it was founded and by whom.
• Location and areas served.
• Leadership and key people, each with their own profile.
• Awards, accreditations and memberships.

Give people entities of their own

Authors and experts should have profile pages with a biography, credentials, areas of expertise and links to their professional profiles. This supports the experience and expertise signals that both Google and AI systems look for.

Structured data

 <script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "@id": "https://www.example.com/#organization",
  "name": "Example Ltd",
  "url": "https://www.example.com/",
  "logo": "https://www.example.com/logo.png",
  "description": "Example Ltd makes scheduling software for dental practices in the UK.",
  "sameAs": [
    "https://www.linkedin.com/company/example",
    "https://www.wikidata.org/wiki/Q00000000"
  ]
}
</script> 

The sameAs property is the important one. It states that these profiles all refer to the same entity. Use the equivalent Person markup for key individuals.

Corroborate off-site

A claim on your own site is a claim. The same fact on several independent sites is evidence.

• Wikidata: an open, structured database that feeds many knowledge systems. An accurate entry, where you meet the notability requirements, is valuable.
• Wikipedia: highly influential but only for notable subjects, with strict conflict of interest rules. Do not write your own page.
• Business profiles: Google Business Profile, Bing Places, LinkedIn, Crunchbase and Companies House.
• Industry directories and review platforms relevant to your sector.
• Social profiles with matching names, descriptions and links.

Shape the associations

Models associate brands with the words that surround them across the web. You can influence that:

• Describe yourself with the category terms customers use.
• Publish content that links your brand to the problems you solve and the audiences you serve.
• Earn coverage and reviews that mention you alongside those same terms.
• Appear in comparison content next to the competitors you want to be grouped with.

Check what models think

• Ask several assistants "What is [brand]?", "Who is [brand] for?" and "What are alternatives to [brand]?".
• Note anything wrong or out of date.
• Trace the error to a source where you can, such as an old directory listing, and fix it.
• Publish a clear, crawlable statement of the correct fact on your own site.

Corrections take time. Search-grounded answers pick up changes quickly. Answers from training data change only when models are retrained.

Common mistakes

• Different company descriptions on every platform.
• A name shared with a larger brand and nothing to tell them apart.
• Rebranding without updating old profiles.
• An About page that is all mission statement and no facts.
• Authors with no bio or credentials.
• sameAs links pointing to dead or unrelated profiles.

How to test

• Search your brand name and check whether a knowledge panel appears and is accurate.
• Validate Organization and Person markup.
• Audit your top profiles for consistency of name, description, address and links.
• Run the assistant questions above on a regular schedule and record the answers.

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