Does your brand exist as a thing, or just a string?
Assistants recommend entities, not keywords. This checks whether there is a structured, corroborated record of your business that machines can resolve — and shows you exactly which properties are missing.
Why this matters more every year
When someone typed a query into a search box, being the best match for a string was enough. When someone asks an assistant to “recommend a marketing agency in Toronto”, the system is reasoning over entities — things with types, locations, relationships and identifiers.
A business that exists only as text on its own website has made a claim about itself that nothing corroborates. It can rank. It will not be named, because there is nothing for the model to be confident about.
Entity work is the least glamorous and most durable part of AI visibility. It is also the part almost nobody does, which is why it still moves the needle.
What you fully control
Organization schema with a stable @id, a complete sameAs array, consistent name/address/phone everywhere, a claimed and completed Google Business Profile. None of this needs anyone's permission and all of it counts.
What you have to earn
Wikidata items and Wikipedia articles need independent, verifiable coverage. You cannot write your way in — and attempting to is a reputational risk, since the discussion is public and attached to your name.
What corroboration means
Independent sources agreeing on the same facts. One authoritative mention beats twenty directory listings that all copied each other, and inconsistent details across sources actively subtract.
Where most brands fail
Not absence — inconsistency. A different company name on LinkedIn, an old address in three directories, a domain that changed and was never updated. Every disagreement lowers confidence.
What this tool cannot see
Google’s Knowledge Graph is private and this is not a window into it. Wikidata is a public, well-maintained proxy for the same question — a strong presence there does not guarantee a knowledge panel, and its absence does not preclude one. Read the score as how legible your brand is to machines in general, not as a report on what Google specifically knows.
Frequently asked questions
What is the difference between an entity and a keyword?
A keyword is a string of characters. An entity is a thing — a specific organisation, person or product with attributes, relationships and an identifier. Search engines moved from matching strings to resolving entities more than a decade ago, and AI assistants are built on the same foundation. When someone asks an assistant to "recommend a marketing agency in Toronto", it is reasoning over entities. A business that exists only as text on its own website is a string, and strings do not get recommended by name.
Why Wikidata and not Google's Knowledge Graph API?
Google's Knowledge Graph Search API is legacy. It has been effectively frozen for years, returns a thin slice of the graph, and could be withdrawn at any point — building a tool on it alone would be building on sand. Wikidata is free, needs no key, is actively maintained, and is a documented input to how multiple engines reconcile entities. It is a proxy for the question rather than the answer itself, and this tool says so rather than implying it can read Google's internal graph.
My brand has no Wikidata item. Should I create one?
Only if it genuinely qualifies. Wikidata requires notability backed by independent, verifiable sources that are not you — press coverage, industry-body listings, an existing Wikipedia article. Items created for businesses that do not meet it get deleted, sometimes with a public discussion attached to your brand name. If you do not qualify yet, the work is earning the coverage, not writing the item. The item follows the sources; it never substitutes for them.
If I cannot get a Wikidata item, what should I do instead?
Everything you fully control, which is more than most people realise. Publish Organization schema with a stable @id, a complete sameAs array pointing at every profile you own, and consistent name, address and phone details. Claim and complete your Google Business Profile. Keep your name identical across every directory and profile. Entity recognition is built from corroboration across independent sources — Wikidata is one strong source, not the only one, and the consistency work matters regardless.
What does the official website property actually do?
It is the link between the entity and your domain. Without it, the Wikidata record and your website are two unrelated objects as far as any machine is concerned — the item says a company with your name exists, and nothing connects that assertion to the site you are trying to get recognised. It is one property, it is the highest-value single edit available on most items, and it is missing more often than you would expect.
Several entities share my brand name. Does that matter?
Yes, and it is one of the more useful things this tool surfaces. When multiple entities share a name, search engines have to decide which one a query means, and the one with more corroboration wins by default. If a larger organisation shares your name, you are competing for the interpretation of your own brand — which changes the strategy from "build an entity" to "differentiate an entity", usually through category, location and industry properties.
Does a knowledge panel actually help?
It occupies significant space on a branded search, controls the summary shown alongside it, and feeds the same underlying data assistants draw on when asked about you. That said, a panel is an output rather than a goal. The work that produces one — consistent structured data, independent corroboration, a clear entity type — is what makes an assistant able to describe your business accurately, and that pays off whether or not the panel ever appears.
Related tools and reading
Ranking is not the same as being known.
Plenty of businesses rank well and still never get named when someone asks an assistant for a recommendation. Entity work is the difference, and it compounds.
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