What Is Entity SEO?
Entity SEO is making it clear to search systems who or what you are, so they do not confuse you with something else. An entity is a distinct person, company, place or product. Google has built its Knowledge Graph on this idea since 2012 2. The work is consistent naming, plain facts, and profile links marked up with schema.org sameAs 4.
- An entity is a distinct thing with its own identity. Google framed search as 'things, not strings' when it announced its Knowledge Graph in 2012 2.
- 'Entity SEO' is an industry label. We found no Google document that defines it, and no study showing it raises AI citations.
- Google recommends Organization markup with name, url, logo and sameAs to help it disambiguate your organization in search results 5.
- You cannot order a knowledge panel. Google says panels appear and disappear automatically, though verified owners can send priority feedback 9.
- In our test, two AI tools listed 13 sites for this question, and none was Google, schema.org or Wikidata.
What is entity SEO?
Entity SEO means making it clear to search systems who or what you are, so they do not mix you up with something else. An entity is a distinct thing, such as a person, a company, a place or a product, with an identity of its own apart from the words used to name it.
'Entity SEO' is an industry label. We found no Google document that defines it, so read it as shorthand for the practices in this guide.
The aim is recognition. If someone asks an AI assistant about a company called Apex, the system must decide which Apex they mean. Clear, consistent facts about your business, repeated on your site and on trusted profiles, help it pick you.
Keep expectations modest. Google's guidance says structured data is not required for its generative AI search and that no special schema.org markup is needed 10. We also found no published study showing that entity work raises AI citations. It reduces confusion and supports the rest of your work.
Where does the idea of entities in search come from?
Google announced its Knowledge Graph on 16 May 2012 under the title 'things, not strings'. At launch it held more than 500 million objects and more than 3.5 billion facts about them and the links between them 2. Its example was the query 'taj mahal', which could mean the monument or the musician 2.
By May 2020 Google said the Knowledge Graph held over 500 billion facts about five billion entities. It draws on material shared across the web, open source and licensed databases, and structured markup that site owners add 3. Wikipedia is commonly cited but is not the only source 3. That is the latest count we found, so the real figure is probably higher now.
The lesson for a business owner is practical. Search systems keep records about things, not just pages of text. Your job is to make sure the record about you is accurate and easy to match.
What is the difference between entity SEO and keyword SEO?
Keyword SEO asks which words people type. Entity SEO asks who or what a page is about, and whether a system can tell it apart from lookalikes. You need both, and they use the same pages.
| Question | Keyword SEO | Entity SEO |
|---|---|---|
| What does it study? | The words and phrases people search | The people, companies and things those words refer to |
| Main unit | A query or a page | A named thing and its facts |
| Typical problem | No page matches the buyer's wording | A system confuses you with a similarly named business |
| Typical work | Research phrases, write answer pages | Fix names and facts, add markup, link trusted profiles |
| Where you work | Your own pages | Your pages plus profiles you control |
| How you check | Rankings, impressions, citations | Ask AI tools 'who is X?' and compare with your facts |
How do search systems tell similar names apart?
They compare facts and follow links. Google's Organization markup has no required properties, but Google recommends adding as many relevant ones as you can, including name, url, logo and sameAs. It says the markup helps Google disambiguate your organization in search results, and suggests placing it on your home page or a single page describing the organization 5.
The sameAs property is the link between your record and records elsewhere. Schema.org defines it as the URL of a reference web page that unambiguously indicates the item's identity, for example a Wikipedia page, a Wikidata entry or an official website 4. Point it only at pages that are truly you.
People work the same way. For article authors, Google says author.name should hold only the name, and author.url should link to a page that uniquely identifies the author, such as an about-me page or a bio page. Google can understand both sameAs and url when disambiguating authors 6.
Notice the limit. Markup tells a system who you are. It does not persuade anyone to cite you, which is why the content itself still has to answer buyers' questions 10.
Do you need Wikidata or a knowledge panel?
No, but they are useful signs of recognition. Wikidata is a free, collaborative, multilingual knowledge base published under a public-domain licence. Each item has a Q-number, such as Q42 for Douglas Adams 7. It accepts an item if it meets one of three tests: a sitelink to a Wikimedia project, a clearly identifiable entity that can be described with serious public references, or a structural need 8.
Many small businesses will not meet the second test yet. We found no statement on self-promotion on the notability page, so read the community rules before you create an item.
A knowledge panel is the information box Google sometimes shows beside results. Google says its current policy is not to create or delete panels manually, and that they appear and disappear automatically 9. Panel descriptions come from third-party sources, so changing one usually means contacting that source 9.
What you can do is verify. Google says verified users get feedback about their own panel prioritised, and Google can then make some corrections directly, such as adding social profile links 9. There is no promise a panel will exist for you.
Which sources did two AI tools find for this question?
On 20 October 2026 we gave 'what is entity SEO' to Gemini 2.5 Flash with Google Search grounding and to a Claude agent with a web search tool. Gemini ran 1 search and the Claude agent ran 4 1. Together they listed 13 sites, with none on both lists.
None of the 13 was Google, schema.org or Wikidata. Every site they listed was a commercial blog, agency or software vendor, which is a reason to cite the primary documents, as this page does. The Claude agent was told to research thoroughly, so the 1 against 4 search counts do not compare the tools. Two runs on one day are an example, not a finding. The recorded runs are held in Chalk Labs' research log.
| Tool | Search it ran | What it seems to be after |
|---|---|---|
| Gemini | what is entity SEO | A plain definition |
| Claude | what is entity SEO | The same definition, searched separately |
| Claude | entity SEO knowledge graph how to optimize | How to act on the Knowledge Graph idea |
| Claude | entity SEO vs keyword SEO difference | The contrast with keyword work |
| Claude | entity SEO sameAs schema Wikidata examples | Technical implementation and examples |
What should you do first?
Start with facts, not code. Common causes of entity confusion include inconsistent names and thin About pages (our judgement, not a measured finding). The steps below usually take a day or two for a small site.
- Decide one official name, a one-sentence description and a type (company, person, product). Use them everywhere.
- Put that name and description on your About page, and add Organization markup to the home page or the About page 5.
- Give each key person a profile page. Link their name on articles to it and set author url or sameAs 6.
- Keep Google Business Profile and Merchant Center details current. Google says they can help products and services show in AI responses 10.
- List in sameAs only profiles that are really you, such as your LinkedIn page or Wikidata item if one exists 4.
- Check that name, address, founding details and description match across all profiles.
- Ask ChatGPT, Gemini and Perplexity 'who is' or 'what is' your business, and note any errors. See how to fix wrong information AI says about your brand.
- {
- "@context": "https://schema.org",
- "@type": "Organization",
- "name": "Example Bakery",
- "url": "https://www.example-bakery.com/",
- "logo": "https://www.example-bakery.com/logo.png",
- "sameAs": [
- "https://www.linkedin.com/company/example-bakery",
- "https://www.wikidata.org/wiki/Q123456"
- ]
- }
What do people get wrong about entity SEO?
'Schema markup creates a knowledge panel.' Google says panels appear automatically and it does not create them manually 9. Markup is one input among many.
'Link sameAs to as many profiles as possible.' Schema.org asks for a page that unambiguously indicates identity 4. A directory listing about a different business weakens the signal.
'Entity SEO replaces keyword research.' Buyers still type questions, and your pages still have to answer them. Our schema generator helps with markup, not content.
What an AI assistant searches when it answers this
We gave the question below to AI search tools and recorded the web searches they ran behind the scenes. This is called query fan-out. Each phrase is a page you could publish to be found and cited.
“what is entity SEO”
The searches it ran- what is entity SEO
- entity SEO knowledge graph how to optimize
- entity SEO vs keyword SEO difference
- entity SEO sameAs schema Wikidata examples
Frequently asked questions
What is entity SEO in simple terms?
Is entity SEO different from keyword SEO?
Yes. Keyword SEO studies the words people search. Entity SEO studies the people, companies and things those words refer to, and whether a system can tell them apart. Most businesses need both, and they work on the same pages.
What does sameAs do in schema markup?
Do I need a Wikidata item?
Not necessarily. Wikidata accepts an item if it has a Wikimedia sitelink, is a clearly identifiable entity with serious public references, or fulfils a structural need 8. Many small businesses will not qualify yet, and nothing we found shows it is required for AI visibility.
Can I get a Google knowledge panel on request?
Sources
- Query Fan-Out Explorer (observed examples) · Chalk LabsOpened October 20, 2026. Supports: From Chalk Labs' research log: the searches recorded on 20 October 2026 for the prompt 'what is entity SEO': Gemini 2.5 Flash with Google Search grounding (1 search) and a Claude agent with a web search tool (4 searches), and the sites each run listed.
- Introducing the Knowledge Graph: things, not strings · Google (Amit Singhal)Opened October 20, 2026. Supports: 16 May 2012: Knowledge Graph announced; more than 500 million objects and 3.5 billion facts; the Taj Mahal disambiguation example.
- About the Knowledge Graph and knowledge panels · Google (Danny Sullivan)Opened October 20, 2026. Supports: 20 May 2020: over 500 billion facts about five billion entities; sources include web material, open source and licensed databases and site-owner structured markup; Wikipedia is not the only source.
- sameAs · Schema.orgOpened October 20, 2026. Supports: Definition of sameAs as the URL of a reference web page that unambiguously indicates the item's identity, with Wikipedia, Wikidata and official website examples (schema.org V30.1, 2026-09-16).
- Organization structured data · Google Search CentralOpened October 20, 2026. Supports: No required properties; recommended name, url, logo, sameAs; helps Google disambiguate your organization in search results; place on home page or a single describing page (last updated 2026-09-08).
- Article structured data · Google Search CentralOpened October 20, 2026. Supports: author.name holds only the name; author.url links to a page that uniquely identifies the author; sameAs is an alternative and Google understands both (last updated 2026-09-08).
- Wikidata:Introduction · WikidataOpened October 20, 2026. Supports: Wikidata is a free, collaborative, multilingual knowledge base under CC0; items have Q-numbers (Douglas Adams is Q42); properties and statements; identifier properties.
- Wikidata:Notability · WikidataOpened October 20, 2026. Supports: An item is acceptable if it meets at least one of three criteria: a valid sitelink to a Wikimedia project, a clearly identifiable entity with serious public references, or a structural need.
- Knowledge panel help (verification and feedback) · Google Search HelpOpened October 20, 2026. Supports: Panels appear and disappear automatically and Google does not manually create or delete them; verified users get feedback prioritised and some direct corrections; descriptions come from third-party sources.
- Optimizing your website for generative AI features on Google Search · Google Search CentralOpened October 20, 2026. Supports: Structured data is not required for generative AI search and no special schema.org markup is needed; Merchant Center and Business Profiles can help visibility in AI responses (last updated 2026-07-10).