Skip to content
Letzscale

Is what ChatGPT says about you correct?

Wikidata for companies: when it makes sense and when it does not

Wikidata is a free knowledge base that many tools and knowledge bases reuse, but it only accepts a company that serious, independent sources have written about. This guide helps you decide whether that is you, which for most small businesses it is not, and if it is, how to add your basic facts with a source for each.

· By the Letzscale team · 7 min read

On this page
  1. What Wikidata is
  2. Wikidata's notability rule
  3. Editing about your own company
  4. Check for an item, then add sourced facts
  5. Confirm your entry is correct and sourced
  6. What usually goes wrong
Time
1 hour
Difficulty
Medium
Who
The business owner
You need
Your fact sheet (Guide 04) and a list of independent articles or records about your business
Checked
24 October 2026

Part of the Letzscale guides: free, step-by-step fixes that help ChatGPT and other AI assistants find, understand and recommend your business. Not sure where you stand yet? Start with Guide 01: Check what ChatGPT says about your business.

What Wikidata is

Wikidata is a free, multilingual knowledge base run by the same foundation as Wikipedia. Instead of articles, it stores short facts in a fixed format: "this company, country, Luxembourg" or "this company, founded, 1987". Volunteers write and check the facts, and the rules are set by its community.

Its data is published under a public domain licence, so anyone may reuse it. Wikidata's own introduction says that anyone can use its data to build applications and services, and Wikipedia and other Wikimedia sites already load facts from it. That is why you hear about it in conversations about AI visibility: many tools and knowledge bases reuse Wikidata.

Be careful with bigger claims. Wikidata does not publish a list of who uses its data, and we found no official statement from OpenAI, Google or Microsoft that their assistants read a given Wikidata entry. Treat an entry as one more public record of your facts, not a shortcut to being recommended.

Words Wikidata uses

  • Item: one thing, such as a company or a city. Each item has a number that starts with Q. Luxembourg is Q32.
  • Property: a type of fact, with a number that starts with P. "Country" is P17.
  • Statement: a property plus a value on an item, for example country (P17) Luxembourg.
  • Reference: the source that backs up a statement. Wikidata records where each fact comes from.

Read this first

Wikidata's notability rule

Wikidata does not accept an item about everything. Its notability page says an item is acceptable only if it meets at least one of three criteria:

  1. It has a page on a Wikimedia site, such as a Wikipedia article about your company.
  2. It is a clearly identifiable entity that can be described using serious and publicly available references.
  3. It is needed to make statements on other items more useful (a "structural need").

The page says the rules are deliberately a little vague and that the final decision always rests with the community. Items that do not fit can be put up for deletion.

For a company, the second criterion is the one that matters, and the word to notice is serious. Wikidata's help page on items adds that items must not be created for promotional purposes. A community essay on self-promotion, which is advice from some editors rather than official policy, goes further: it strongly discourages creating an item about your own organisation and suggests at least three independent, reputable sources that cover the subject in depth. Your own website, a press release, an interview where you are quoted, or a passing mention do not count as independent coverage.

Our recommendation for most Luxembourg businesses

Skip Wikidata. A café, a five-person fiduciary or a one-person consultancy rarely has the independent coverage the community expects, and an item without it is likely to be deleted. Never create an entry without sources. The same hour is better spent on your fact sheet (Guide 04), your structured data (Guide 05) and your listings (Guide 07), where the facts come straight from you.

Skip it if

Your only sources are your own website, your social media profiles, directory listings or articles you paid for. Example: Café Ribeiro, a well-reviewed café with no press coverage.

Consider it if

Independent newspapers, books or official publications have written about the company itself, in depth, more than once. Example: a fictional fiduciary founded in 1987 that national newspapers have covered several times.

Already listed?

If an item about you already exists, do not make a second one. Check its facts and follow step 2 below.

Rules for you as the owner

Editing about your own company

Wikimedia's rules apply to every edit, including edits by owners, staff and agencies.

  • Paid edits must be disclosed. The Wikimedia Terms of Use say that if you are paid, or expect to be paid, for a contribution, you must disclose each employer, client, intended beneficiary and affiliation. You can do this on your user page, on the talk page of the item, or in the edit summary.
  • Wikidata enforces it. Wikidata's policy on disclosure of paid editing confirms that editors are expected to follow these rules, and that editors who do not can be blocked.
  • Self-promotion draws scrutiny. The self-promotion essay says an item written by its subject is not deleted for that reason alone, but it will be looked at more closely.

In practice: create an account in your own name, say on your user page who you are and which company you are connected to, and add only facts that an independent source backs up. If you think a fact on an existing item is wrong, raise it on the item's discussion page with your source rather than changing it back and forth.

Steps, only if you meet the rule

Check for an item, then add sourced facts

  1. Search first

    Go to wikidata.org and type your company name in the Search Wikidata box. You do not need an account for this. Try your full legal name, your trading name and any old names.

    If your company has a Wikipedia article, you can also use Special:ItemByTitle: enter the language code of the Wikipedia (for example fr) and the exact article title. Wikidata's help on items recommends searching this way before creating anything, to avoid duplicates.

  2. If an item exists, check it against your fact sheet

    Compare the name, description, country, website and founding date with your fact sheet. Where a fact is wrong or missing and you have an independent source, propose the change on the item's discussion page, and disclose your connection as described above.

  3. If none exists, create the item

    Only if you meet the notability rule and have your sources ready. Log in, click Create a new Item in the left menu, enter a Label (your company's usual name) and a short Description that tells it apart from others with a similar name, for example "accounting firm in Luxembourg". The creation page itself asks that the description is not written as a sentence. Alternative names go under Also known as. Then click Create.

  4. Add the basic facts as statements

    On the item page, click add at the bottom of the statements, type the property name, choose it from the list, enter the value and confirm with save or publish, depending on the version of the page. Start with these five:

    PropertyIDValue for your company
    instance ofP31The type of thing, for example business or a more specific type
    countryP17Luxembourg (Q32)
    official websiteP856Your website address, exactly as in your fact sheet
    inceptionP571The date the company was founded
    legal formP1454For example société anonyme or société à responsabilité limitée

    Property names and IDs as shown on wikidata.org on 24 October 2026.

  5. Add a reference to every statement

    Wikidata's help on sources says most statements should be verifiable. For a web page, add reference URL (P854) with the page address, plus its publication date (P577), or retrieved (P813) with today's date if the page has none. If the source already has its own Wikidata item, use stated in (P248) instead.

    Illustration: one statement with its reference
    Item:       Fiduciaire Veldrin
    Statement:  inception (P571)  1987
    Reference:  reference URL (P854)  https://newspaper.example/veldrin-40-years
                retrieved (P813)      24 October 2026

    Illustration with a fictional business.

    Do not cite Wikipedia or another Wikimedia site: Wikidata's help on sources says these do not count, and asks you to find the original source instead.

  6. Developer step: link the item from your structured data

    Once an item about you exists and has survived community review, your developer can add its address to sameAs in your Organization structured data from Guide 05. Schema.org's own definition of sameAs names a Wikidata entry as an example of a page that identifies you. Use the full address, such as https://www.wikidata.org/wiki/Q… with your item's number.

Check it worked

Confirm your entry is correct and sourced

Search for your company again in a private browser window. Open the item and read it as a stranger would.

Done when

  • You decided honestly whether you meet the notability rule, and skipped Wikidata if you do not.
  • There is one item about your company, not two.
  • Country, official website, founding date and legal form match your fact sheet and your website.
  • Every statement has a reference, and none of them is Wikipedia.
  • If you were paid, or edited for your employer, your connection is disclosed.

Common mistakes

What usually goes wrong

  • Creating an item with no independent sources. Your own website alone does not make you notable. The item is likely to be deleted.
  • Creating a duplicate. Someone may already have made an item under your legal name or an old name. Search every version first.
  • Writing it like an advert. Words such as "leading" or "best" in the description are promotion. A description only tells your company apart from others with the same name.
  • Hiding who you are. An agency or employee who edits without disclosure breaks the Terms of Use and can be blocked.
  • Expecting quick results. An entry is one public record among many. It does not guarantee that any AI assistant will mention you.

Sources, checked 24 October 2026

  1. Wikidata: Introduction
  2. Wikidata: Notability
  3. Wikidata: Help, Items · Help, Statements
  4. Wikidata: Help, Sources
  5. Wikidata: Self-promotion (community essay)
  6. Wikidata: Disclosure of paid editing (policy)
  7. Wikimedia Foundation: Terms of Use, paid contributions without disclosure
  8. Wikidata property pages: P31 · P17 · P856 · P571 · P1454 · P854 · P813 · P248
  9. Schema.org: sameAs
Wikidata company entry: when it makes sense and when it does not | Free GEO guide | Letzscale