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Entity-First GEO: Wikidata, Wikipedia, and Helping AI Get Your Brand Name Right

When AI mixes you up with another company or spells your name wrong, the fix often starts with your "entity" on the web. Here is a warm, simple guide to what that means.

January 14, 20268 min read

Imagine someone asks an AI assistant about your brand — and the answer talks about a different company with a similar name. Or it gets your product category wrong. That stings. Often the root issue is not “bad luck.” It is that the web has not given the AI a clear, single picture of who you are.

In GEO, we call that picture your entity. Think of it as your brand's ID card across the internet.

What is an entity, in everyday words?

An entity is the idea of one specific thing: your company, your product line, your flagship store — not a vague keyword. Search engines and AI systems try to connect mentions, logos, addresses, and articles back to that one idea.

When many trusted places agree on the same facts (name, website, industry, country), systems find it easier to mention you correctly.

Wikipedia and Wikidata — without the scary jargon

Wikipedia is a public encyclopaedia page. Not every brand qualifies, and that is normal. If you do have a page, it should be factual, sourced, and aligned with what your own site says.

Wikidata is like a structured fact sheet behind the scenes. It stores simple statements: “this company is in this industry,” “this is their official site,” and so on. It helps machines connect dots.

You do not have to become an expert overnight. Start by checking whether confused or wrong facts exist — then fix them calmly, with evidence.

Schema and sameAs — small code, big clarity

On your own website, structured data (often called schema) can say in machine-readable form: “This page is about our organisation; here is our logo; here is our official social profile.” The sameAs field is especially helpful: it lists other profiles that belong to the same entity.

If this sounds technical, ask your web team or agency to audit your Organisation (or LocalBusiness) markup. It is one of the highest-leverage fixes for entity clarity.

If AI keeps mixing you up with someone else

  • Align your name everywhere. Pick one legal/trading name style and use it consistently on your site, LinkedIn, Crunchbase, and press releases.
  • Publish a clear “About” page. Say what you do, who you serve, and what makes you different — in one short, honest paragraph.
  • Earn mentions from sources AI trusts. Industry press, official directories, and well-known review platforms all help.
  • Measure over time. Use the ideas in our measurement guide to see if mentions get more accurate month by month.

You are allowed to go step by step

You do not need a perfect knowledge graph overnight. You need a steady story that the web agrees on — and content that sounds like a human helping another human.

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