Free · No signup · Runs in your browser

Wikipedia gap finder

Find out whether a topic has a dedicated Wikipedia article, or only mentions, a Wikidata item, or nothing. A coverage check for AI-search research, not a ranking prediction.

Queries the public English Wikipedia, Wikidata and Wikimedia page-view APIs from your browser.

01 How to use it

4 steps, no signup

  1. 01

    Enter a topic

    Type a brand, person, product category or concept exactly as people would search it, for example Ahrefs or query fan-out.

  2. 02

    Read the verdict

    The tool checks English Wikipedia for a dedicated article, redirects, near-matches and mentions inside other articles, plus the Wikidata item.

  3. 03

    Check coverage depth

    For an existing article you see how many language editions cover it and its monthly page views.

  4. 04

    Decide what to do

    A gap is not a to-do item for Wikipedia. Read the notability and conflict-of-interest notes before touching anything.

How do I check if a topic has a Wikipedia article?

Type the brand, person or topic above. The finder asks English Wikipedia for an exact article, then checks Wikidata, counts how many other articles mention the phrase, lists other language editions and shows recent page views. A missing article is a gap. It isn't permission to write one yourself: Wikipedia's notability and conflict-of-interest rules, covered below, still apply.

What this tool checks

The Wikipedia gap finder answers one narrow question: does a topic have its own English Wikipedia article? It looks for an exact title or redirect, lists near-matching titles, counts English articles that mention the exact phrase, finds the Wikidata item, and, when an article exists, shows how many language editions cover it and how many views it got over the last twelve months.

It uses the same threshold as this site's ChatGPT Wikipedia dependency study: a passing mention inside a broader article is not coverage. Only a dedicated article counts.

Why Wikipedia coverage is a useful proxy, and what it does not prove

Vendor-reported data from Profound puts about 47.9% of ChatGPT's top citations on Wikipedia and similarly encyclopedic sources. This site grades that figure partial: the vendor's corpus cannot be inspected and its query mix is undisclosed. The ChatGPT citation statistics page traces it.

That share describes topics Wikipedia already covers well. Two things remain Open: whether the skew reflects a built-in preference or simply the properties Wikipedia has (broad, neutral, stable URLs), and what wins the citation on topics Wikipedia does not cover. So read results carefully:

  • An article existing does not mean ChatGPT will cite it for your query.
  • A gap does not mean AI engines will ignore your topic. Something else fills it, and nobody has published what.
  • Nothing here shows that creating an article causes citations.

How the results are worked out

RowSourceMeaning
Dedicated articleWikipedia API, exact title with redirects followedYes, redirect, disambiguation page, or none
Near-matchesWikipedia title searchSimilar titles, which may be the same entity under another name
MentionsWikipedia full-text search for the exact phraseArticles whose text contains it
Wikidata itemThe article's linked item, or a Wikidata label searchStructured-data entry, which can exist without an article
LanguagesInterlanguage linksHow many other editions have an article
Page viewsWikimedia pageviews API, user traffic, last 12 full monthsHuman interest in the article, not AI usage

Notability: why most brands should not have an article

Wikipedia includes a subject only if it has received significant coverage in reliable sources independent of the subject. That is the general notability guideline. Companies face the stricter organizations and companies guideline, and people the people guideline. Press releases, funding announcements, your own blog and paid placements do not count. Content must also follow the neutral point of view policy, which rules out promotional writing.

Conflict of interest: do not write your own article

Wikipedia's conflict-of-interest guideline strongly discourages editing articles about yourself, your employer, your clients or your products. If you are paid, the paid-contribution disclosure rules are part of the Wikimedia Terms of Use, and breaking them can get accounts blocked. Self-written brand articles tend to be nominated for deletion, and the deletion discussion stays public and searchable.

If you have a real connection and think an article is wrong or missing something, the accepted routes are a suggestion on the article's talk page with independent sources, or Articles for Creation with your conflict disclosed. Editing the encyclopedia to win AI citations is a bad-faith use of a public resource. The dependency study suggests a better plan for most brands: become the best source on topics Wikipedia does not cover.

What to do with a gap

  • Treat it as a research finding, not a task. Note which of your topics are gaps and which are covered.
  • Write the reference page yourself, on your own site: neutral, structured, sourced, stable URL.
  • Earn independent coverage. It is what notability requires, and it is useful whether or not an article ever exists.
  • Re-check periodically. Articles get created and deleted.

Troubleshooting

What you seeWhyFix
Wrong entity matchedShared namesAdd a qualifier, e.g. "Mercury (planet)"
Disambiguation pageSeveral subjects share the titleCheck the near-matches for yours
No page views shownNew article or API delayTry again later
Error messageWikimedia API busy or blocked by an extensionRetry, or disable content blockers

Related tools

To see whether a page you control is set up to be quoted, run the citation readiness checker. To check which advice about AI citations has evidence behind it, use the GEO tactic evidence lookup.

Privacy

Your query goes straight from your browser to Wikimedia's public APIs, under Wikimedia's privacy policy. This site sees nothing and stores nothing.

Last checked and updated: . Everything on this page runs in your browser; nothing you enter is sent anywhere.

FAQ

Frequently asked questions

What is a Wikipedia gap?
A topic with no dedicated English Wikipedia article. A passing mention inside a broader article does not count, which is the same threshold this site uses in its ChatGPT Wikipedia dependency study.
Why does Wikipedia coverage matter for ChatGPT?
Vendor-reported data (Profound) puts roughly 47.9% of ChatGPT's top citations on Wikipedia and similarly encyclopedic sources. This site grades that figure as partial evidence: the corpus cannot be inspected and the query mix is undisclosed. It describes topics Wikipedia covers well. It does not show that having an article causes citations.
If my topic has no article, will ChatGPT ignore it?
Nobody knows yet. What wins the citation when Wikipedia has nothing is an open question, and no published study answers it. That is the question this site's Wikipedia dependency study is registered to measure. Treat this tool as a coverage check, not a prediction.
Should I create a Wikipedia article for my brand?
No. Wikipedia's conflict-of-interest guideline strongly discourages writing about yourself, your employer or your clients, and paid editing must be disclosed. Self-written brand articles are usually deleted for failing notability or for promotional tone, and the deletion discussion stays public.
What makes a topic notable on Wikipedia?
Significant coverage in reliable sources that are independent of the subject. Press releases, your own site, sponsored posts and passing mentions do not count. Each subject type, such as companies or people, has its own detailed guideline.
Can I add my brand to an existing Wikipedia article?
Only if it genuinely belongs there by Wikipedia's standards, and you should not add it yourself if you have a conflict of interest. Suggest the edit on the article's talk page with independent sources and disclose your connection.
What do the mentions in other articles mean?
They are the number of English Wikipedia articles whose text contains your exact phrase, from Wikipedia's own search. Mentions show the topic exists in the encyclopedia's orbit, but they are not a dedicated article.
What is a Wikidata item?
Wikidata is Wikipedia's structured-data sibling. An item (an ID starting with Q) can exist without any Wikipedia article. Its notability bar is lower, but the same conflict-of-interest caution applies.
Why does the tool find a different topic with the same name?
Names collide. The tool shows the exact article it matched and its description. If it is the wrong entity, treat your topic as a gap and check the near-matches list.
Does it check other languages?
It checks English Wikipedia directly, then lists how many other language editions link to that article. A gap in English may not be a gap in another language.