Do I need a Wikipedia page to be recommended by AI?

What do Wikipedia's rules actually say about companies?

That a company needs significant coverage in multiple reliable secondary sources that are independent of it, and that most coverage businesses are proud of does not count.

The guideline for organisations and companies sets the test as whether unrelated people with no vested interest in the subject have actually considered the company, corporation, product or service notable enough that they have written and published non-trivial, non-routine works that focus upon it. Two words there do most of the work: non-trivial and non-routine.

What that rules out, in practice:

• Press releases, and coverage substantially based on press releases, even when an independent outlet published it.
• Funding, hiring and expansion announcements, which are routine business news by definition.
• Directory entries, award listings and sponsored profiles.
• Passing mentions. The guideline is explicit that trivial or incidental coverage of a subject is not sufficient to establish notability.

Depth matters more than count. One substantial independent article that is genuinely about your company outweighs a dozen name-checks in bigger mastheads. Most good Australian small businesses, including profitable ones with excellent reputations, simply do not have that coverage, and there is nothing wrong with them for it.

Source: Wikipedia:Notability (organizations and companies).

Why is paying someone to create a page a bad buy?

Because it breaks two rules at once, and the page usually does not survive.

The first rule is disclosure. Wikipedia's conflict of interest guideline points at the Wikimedia Foundation's terms of use, which require anyone paid for contributions to declare who is paying them, on whose behalf the edits are made, and any other relevant affiliation, on your user page, on affected talk pages, and whenever you discuss the topic. An agency that offers you a Wikipedia page without mentioning this is either not going to comply or not going to tell you when it fails.

The second is process. The guideline asks connected editors to submit new articles through Articles for Creation and to propose changes on talk pages rather than editing directly, and notes that requested edits are subject to the same standards as any other, and editors may decline to act on them. You are buying a submission, not an outcome.

And the underlying problem does not go away. A page about a company with no qualifying coverage gets nominated for deletion, because the coverage is what the page was supposed to summarise. You would have paid four figures for something any volunteer can reverse in an afternoon.

Source: Wikipedia:Conflict of interest and the Wikimedia Foundation Terms of Use.

What is Wikidata, and what does a complete entry need?

Wikidata is the structured database beside Wikipedia, and its bar is much lower.

Its notability policy accepts an item if it meets any one of three tests. The one that matters for a business is the second: an item is acceptable if it refers to an instance of a clearly identifiable conceptual or material entity that can be described using serious and publicly available references. The other two are a valid sitelink to a Wikimedia project, and filling a structural need for other items.

A real trading business with an ABN, a licence and independent references clears that second test without needing a Wikipedia article. A complete item usually carries:

• Instance of: business, or the more specific type that fits.
• Country and headquarters location.
• Industry, and the services it provides.
• Inception date.
• Official website.
• External identifiers: your ABN, and any professional or licensing register identifier that applies to you.

Every statement should carry a reference that is not you where one exists. That is the whole value of the exercise: a public, machine-readable, externally referenced statement of who you are and what you do.

Be sceptical of us here too. We have no measurement showing a Wikidata item raises AI visibility, and we are not going to invent one. The argument for it is the same as the argument for sameAs links and consistent name, address and phone details: it makes you easier for a machine to identify with confidence.

Source: Wikidata:Notability.

Which Australian sources do the same job as a Wikipedia page?

The registers and professional bodies that already hold verified facts about you.

What a Wikipedia article gives a machine is an independent, structured, widely mirrored statement of identity. Australia has several of those, and unlike Wikipedia they exist precisely because you are a business.

• ABN Lookup, on the Australian Business Register: legal name, entity type, GST registration, trading names and state. Keep your trading names current here; a mismatch between your ABN record and your website is a contradiction a machine has to resolve.
• ASIC's registers for companies and business names.
• Your profession's register. AHPRA for registered health practitioners, the state law societies for solicitors, the accounting bodies' member directories, and the state licensing registers for building, electrical and plumbing work.
• Industry association member lists. Real membership, listed publicly.
• Local and trade press. The one category that behaves most like Wikipedia coverage, and the one worth actively pursuing.

The pattern behind all of these is corroboration by someone who is not you. That is what our own data keeps pointing at: across the 137 businesses with complete records from both engines, site readiness correlated with per-engine visibility at only r = 0.116, while the 36 recognisable anchor brands in the sample averaged 52.5 out of 100 against 36.4 for the other 264. Being talked about elsewhere is the variable that moves.

Source: Answerable, The State of AI Visibility in Australia 2026. 300 Australian businesses, six industries, scanned 30 July 2026. Raw data published as CSV and JSON under CC BY 4.0.

What if a page about my business already exists and is wrong?

Do not edit it yourself. Raise it on the article's talk page, disclose your connection, and ask for the correction with a source.

1. State plainly who you are and your relationship to the subject. The guideline expects this and editors respond much better to it than to an anonymous rewrite.
2. Make one specific, factual request at a time: the fact that is wrong, the fact that is right, and a reliable independent source for the correction.
3. Accept that promotional rewrites will be declined. Sourced factual corrections generally are not.
4. On Wikidata, statements carry their own references. Add the better source rather than deleting a claim you dislike.

Then fix the origin. If the wrong address or the wrong trading name came from an old directory listing or a stale ABN record, correcting one encyclopaedia entry achieves very little, because the same wrong fact is still sitting in the sources everything else reads. Wrong facts propagate from wherever they are cheapest to copy.

Find out what AI actually says about you first.

Before you spend money on a page nobody may keep, a free scan shows you whether AI names you today, who it names instead, and which sources it leaned on.