Can I create or edit my own company's Wikipedia article?

Direct editing is strongly discouraged under Wikipedia's conflict-of-interest guideline if you have a financial relationship to the subject. You're required to disclose your affiliation and route changes through a talk-page edit request or the Articles for Creation process instead of editing the article text yourself.

How much independent press coverage does my company actually need?

There's no fixed number, but reviewers generally want multiple reliable, independent secondary sources that cover the company in real depth, not passing mentions. A cluster of press-release pickups from a single funding announcement typically isn't enough; you need coverage that spans more than one news cycle and more than one type of outlet.

Why do so many company Wikipedia drafts get rejected?

Analysis of over 1,000 real Articles for Creation submissions found reviewers declined 68 percent of drafts, with failing notability as the single most common reason at 57 percent of declines. Business-category submissions had the lowest approval rate of any subject area, and startups specifically were approved only 6 percent of the time.

What's the difference between Wikipedia and Wikidata for AI visibility?

Wikipedia is long-form prose that AI engines quote and cite for context, while Wikidata is a structured graph of facts, identified by QIDs, that engines use for entity lookups and knowledge-panel data. They require separate, ongoing work, since a documented knowledge gap exists between what each project contains.

Will hiring a paid Wikipedia editing firm guarantee an article?

No, and undisclosed paid editing carries real risk, including sockpuppet investigations that can get an article deleted entirely and generate its own negative press. Any paid help must disclose the relationship under Wikipedia's policy, and even disclosed paid editors cannot guarantee approval, since notability and neutrality decisions rest with independent volunteer reviewers.

How do I fix an inaccurate statement already on my company's Wikipedia page?

Don't edit it directly if you have a conflict of interest. Open the article's talk page, describe the specific error with a reliable source for the correction, and use the {{request edit}} template so an independent editor can review and make the change.

Does having a Wikipedia article guarantee AI engines will cite my brand accurately?

No. It substantially improves your odds since Wikipedia is one of the most heavily weighted sources across major AI engines, but the article still has to stay accurate over time, and engines can still surface outdated snapshots. Ongoing monitoring matters as much as the initial article did.

Should I focus on Wikipedia or Wikidata first?

Start with Wikipedia if you don't yet meet notability, since the press coverage that earns a Wikipedia article also gives you citable sources for Wikidata statements. If a Wikipedia article already exists, auditing and correcting your Wikidata item is usually the faster next step, since it doesn't carry the same notability bar.

How to Optimize Your Wikipedia Presence for AI Citations