The Scale of the Problem

Wikipedia processes millions of edits every month. Most are legitimate improvements made by good-faith volunteer editors. But some aren’t, and the categories of problematic edits range from straightforward vandalism to sophisticated targeted campaigns by competitors, disgruntled former employees, or activist investors.

For publicly traded companies, Wikipedia activity spikes around earnings announcements, executive changes, and product launches. For consumer brands, Wikipedia pages attract edits during controversies and product issues. For financial firms, edits during regulatory proceedings are common. The patterns are consistent, and companies without monitoring systems consistently discover problems too late.

The mechanics of the problem are simple: anyone can edit a Wikipedia page in minutes, changes go live immediately, and there is no notification system for article subjects. The only way to know your Wikipedia page has been changed is to check it yourself, or to have a monitoring system do it for you.

The Google and AI Connection

The stakes of Wikipedia changes have expanded significantly with Google’s integration of Wikipedia content and the rise of AI language models. When your Wikipedia page is changed, that change propagates to:

Google’s Knowledge Panel. The information boxes that appear in Google searches for branded queries are largely populated from Wikipedia. Changes to Wikipedia flow into Knowledge Panels quickly, sometimes within hours.

AI-generated responses. Systems including ChatGPT, Google’s AI Overview, Microsoft Copilot, and others use Wikipedia as a primary reference source. When someone asks an AI assistant about your company, the answer is often shaped by what’s currently on your Wikipedia page.

Other aggregators. Dozens of services, from financial data platforms to news aggregators to business directories, pull data from Wikipedia. A change to your Wikipedia page ripples through all of these downstream systems.

This means that the consequences of an undetected Wikipedia edit extend far beyond the people who visit wikipedia.org. The reach of Wikipedia content has expanded to include everyone who interacts with AI systems and Google search.

What Effective Monitoring Looks Like

Professional Wikipedia monitoring involves several components that work together to provide comprehensive coverage:

Real-time edit tracking. Every edit to a monitored article is identified and reviewed as it happens. This allows rapid response when problematic edits appear before they propagate to Google and AI systems.

Edit quality analysis. Not every edit requires a response. Professional monitoring distinguishes between routine good-faith edits, edits that require review, and edits that require immediate action. This filtering is essential to avoid unnecessary interventions that could create friction with Wikipedia’s volunteer community.

Response protocols. When a problematic edit is identified, there are established protocols for response: reverting vandalism, requesting corrections through the Talk page, escalating issues that require more significant intervention. Having these protocols in place allows for fast, effective response.

Trend analysis. Periodic review of edit patterns can identify developing situations, like a coordinated editing campaign, before they become acute problems. It can also identify gaps in an article that should be addressed proactively.

Find Out Where You Stand

The first step is understanding your current situation. When was your Wikipedia page last edited? Who made the changes? What did it say before, and what does it say now? Are there any ongoing issues in the article’s Talk page that indicate potential future problems?

Five Blocks offers a free Wikipedia risk assessment that answers these questions and gives you a clear picture of your Wikipedia exposure. There’s no obligation, and the assessment itself has value regardless of whether you decide to engage further.

Request your free Wikipedia risk assessment →

Frequently Asked Questions

Can I set up my own Wikipedia monitoring?

You can. Wikipedia has built-in watchlist functionality that notifies registered users of changes to articles they’re watching. However, this approach has limitations: it requires a Wikipedia account, it only tells you that a change was made (not whether it’s a problem), and it doesn’t provide the context or response capabilities that professional monitoring offers.

How quickly do Wikipedia changes affect Google?

Google indexes Wikipedia changes quickly, often within hours. The specific timeline varies, but companies should assume that significant changes to their Wikipedia page will be reflected in Google searches within 24-48 hours.

What’s the most common type of problematic Wikipedia edit?

For corporate articles, the most common issues are: vandalism (often temporary but sometimes persistent), the addition of unsourced negative claims, promotional editing that triggers Wikipedia cleanup tags, and removal of important context. The most strategically dangerous edits are usually the subtle ones that don’t look like vandalism.

Does Five Blocks monitor Wikipedia articles we didn’t create?

Yes. Many of our clients come to us with existing Wikipedia articles that they didn’t create and haven’t managed. Monitoring is article-specific, it doesn’t matter who created the article.

This post is the final blog of our series Your Brand on Wikipedia, a practical guide to understanding, editing, and protecting your brand’s presence on Wikipedia.

Previous: What Does a Wikipedia Editing Service Actually Do? A Look Inside Professional Wikipedia Management

The post Wikipedia Page Monitoring: What Changes When No One Is Watching? appeared first on Five Blocks.

The Wikipedia Services Landscape: A Buyer’s Guide

The Wikipedia editing services market exists because Wikipedia matters more than ever, and navigating it professionally requires expertise that most organizations don’t have internally. But the market is unregulated, and the range of quality and ethical standards is enormous.

At one end are services that use sockpuppet accounts, undisclosed paid editing, and other methods that directly violate Wikipedia’s terms of service. These services often claim to “guarantee” article creation or content changes. They typically work until Wikipedia catches them, and Wikipedia has become increasingly sophisticated at identifying and blocking these operations. When they get caught, the damage to the client can be significant: articles deleted, accounts blocked, and the whole episode permanently recorded in Wikipedia’s public editing logs.

At the other end are legitimate professional services that work within Wikipedia’s framework using disclosed COI editing methods. These services can’t guarantee specific outcomes because Wikipedia is ultimately governed by its volunteer editor community, but they produce durable results that survive Wikipedia’s scrutiny.

What a Typical Engagement Looks Like

A legitimate Wikipedia engagement with a company like Five Blocks typically follows this structure:

Initial Assessment. A thorough review of the existing Wikipedia article (or assessment of notability if no article exists). This includes evaluating current content against Wikipedia’s policies, identifying gaps, errors, outdated information, and sourcing issues, and reviewing the existing edit history for previous issues.

Source Research. Wikipedia content must be sourced from independent, reliable sources. A professional service researches what coverage exists for the company, identifies which sources meet Wikipedia’s reliability standards, and maps available sources to potential content improvements.

Content Development. Based on available sourcing, content is drafted that meets Wikipedia’s neutral point of view standards. This is a disciplined writing process, not writing to sound good, but writing to meet a specific encyclopedic standard.

Disclosed Submission. The content is submitted through appropriate channels: either through the Talk page edit request process for articles where COI editing is a concern, or through direct editing for straightforward factual corrections with strong sourcing.

Community Engagement. Professional Wikipedia work often involves ongoing engagement with Wikipedia’s editor community, responding to questions, providing additional sources, working through disputed content in accordance with Wikipedia’s dispute resolution processes.

The Monitoring Layer

For companies with established Wikipedia pages, ongoing monitoring is often the most valuable service. Wikipedia is edited continuously, sometimes helpfully, sometimes not. Without monitoring, a company may not discover for months that significant changes have been made to their page.

Effective monitoring includes tracking all edits to the article in real time, analyzing whether changes are policy-compliant, identifying vandalism or biased editing, and flagging content that requires a response.

Why AI Has Changed the Calculus

The rise of AI language models has significantly increased the stakes of Wikipedia accuracy. Wikipedia is a primary training and reference source for AI systems including ChatGPT, Google’s AI Overview, and dozens of other platforms. This means that errors or outdated content on a Wikipedia page propagate almost immediately into AI-generated responses about the company.

Companies that previously considered Wikipedia monitoring optional now find it essential. The reach of Wikipedia content has expanded beyond anyone who visits wikipedia.org, it now includes everyone who asks an AI assistant about the company.

How to Get Started

The first step for any company is an honest assessment of their current Wikipedia situation. What exists? What’s accurate? What sourcing supports what changes? Five Blocks offers a free Wikipedia evaluation that answers these questions and outlines what a compliant path forward would look like.

Request your free Wikipedia evaluation →

Frequently Asked Questions

How do I know if a Wikipedia editing service is legitimate?

Red flags include: guarantees of specific outcomes, claims of “secret” methods, no mention of COI disclosure, suspiciously low prices, and no verifiable track record. Legitimate services acknowledge that Wikipedia is ultimately controlled by its volunteer community and work transparently within that system.

What does a professional Wikipedia engagement typically cost?

Professional Wikipedia services range widely depending on scope. A one-time article improvement project might run a few thousand dollars. Ongoing monitoring and management is typically a monthly retainer. The cost should reflect the complexity of the work and the expertise required.

How long does a Wikipedia project take?

Timelines depend on the nature of the work and how the Wikipedia editor community responds. Simple factual corrections with strong sourcing can sometimes be addressed within days. Complex article work or article creation for marginally notable subjects can take months. Legitimate services don’t promise quick timelines.

Can Five Blocks create a new Wikipedia page for my company?

We can assess whether your company meets Wikipedia’s notability criteria and, if it does, work toward creating an article through the appropriate channels. We can’t guarantee article creation because Wikipedia’s community ultimately decides what articles to keep, but our notability assessment will give you an honest picture of where you stand.

This post is part of our series Your Brand on Wikipedia, a practical guide to understanding, editing, and protecting your brand’s presence on Wikipedia.

Next: Wikipedia Page Monitoring: What Changes When No One Is Watching?

Previous: Can You Edit Your Own Wikipedia Page? The Conflict of Interest Question Every Executive Asks

The post What Does a Wikipedia Editing Service Actually Do? A Look Inside Professional Wikipedia Management appeared first on Five Blocks.

The COI Trap

Wikipedia’s conflict of interest (COI) policy exists for an obvious reason: people editing articles about themselves, their companies, or their clients have a personal stake in how those articles read. That stake creates bias, even when the editor genuinely believes they’re being objective.

Wikipedia defines a conflict of interest as any editing where you have a close personal or financial relationship with the subject. Editing your own company’s Wikipedia page is a textbook COI situation. This doesn’t make editing impossible, but it does mean there are specific rules you’re required to follow, rules that most executives aren’t aware of when they make their first edit.

What Actually Happens When You Edit Your Own Page

When a company executive edits their own Wikipedia page without following COI guidelines, several things typically happen:

The edit is flagged. Wikipedia’s sophisticated editor community has automated tools and experienced volunteers specifically trained to detect COI editing. New accounts editing corporate articles, IP addresses that trace back to corporate offices, and editing patterns that match promotional content are all triggers.

The edit is reverted. Once identified as a COI edit made without disclosure, the edit will be reversed. The original content, including whatever problem you were trying to fix, is restored.

The article is flagged. The Wikipedia article itself may be tagged with a COI notice, which tells readers that the article’s neutrality is disputed. This is often worse than whatever you were trying to fix.

Your account may be blocked. Repeated undisclosed COI editing can result in your account being blocked from editing Wikipedia entirely.

The permanent record. Every edit you make is stored forever in Wikipedia’s revision history. If you’re later identified as a COI editor, that history will be scrutinized and any undisclosed COI edits may be used to flag your contributions.

The Approach That Works and How We Can Help

Wikipedia does have a process for interested parties to request changes to articles, and it’s specifically designed for situations like this. It’s called the “edit request” process, and it works through the article’s Talk page.

Five Blocks specializes in disclosed COI Wikipedia work. Our team includes experienced Wikipedia editors who understand both the technical rules and the cultural norms of the Wikipedia editor community. We work transparently, disclosing our client relationships and operating within Wikipedia’s guidelines, because it’s both the right approach and the only approach that produces durable results.

We start with a free assessment of your current Wikipedia situation, identify the highest-priority issues, and outline what a compliant engagement would look like for your specific case.

Get your free Wikipedia page evaluation →

The AI Dimension

The stakes for getting your Wikipedia page right have increased significantly with the rise of AI. Wikipedia is a primary training and reference source for AI language models, Google’s Knowledge Panel, and dozens of other information systems. When someone asks an AI assistant about your company, executive, or brand, the response is often shaped by your Wikipedia page.

This means errors, outdated information, or negative content on your Wikipedia page doesn’t just affect people who visit Wikipedia directly. It propagates into AI responses, search results, and knowledge graphs that reach far more people than your Wikipedia page itself ever would.

Frequently Asked Questions

Is it legal to edit your own Wikipedia page?

There’s nothing illegal about it. Wikipedia’s policies are community rules, not laws. But violating those policies has real consequences: reverted edits, flagged articles, and damaged credibility with the Wikipedia editor community.

What if the information on my Wikipedia page is factually wrong?

Even factual errors should be corrected through the Talk page process rather than direct editing, if you have a COI. The proper approach is to post a specific, sourced correction request on the Talk page, this is the compliant way to address even obvious errors.

Can I hire someone to edit my Wikipedia page?

You can hire professional Wikipedia editors, but Wikipedia requires that paid editors disclose their paid status. Any legitimate Wikipedia editing service will operate using disclosed COI methods. Be very cautious about services that claim they can “guarantee” changes or that operate without disclosure, these typically use methods that violate Wikipedia’s terms of service.

How do I know if my Wikipedia page needs work?

Look for outdated information, factual errors, missing context, promotional language that Wikipedia editors have flagged, and content that doesn’t accurately reflect your current business. Five Blocks offers a free assessment that systematically evaluates all of these factors.

This post is part of our series Your Brand on Wikipedia, a practical guide to understanding, editing, and protecting your brand’s presence on Wikipedia.

Next: What Does a Wikipedia Editing Service Actually Do? A Look Inside Professional Wikipedia Management

Previous: How to Edit a Wikipedia Page Without Getting Reverted (or Making Things Worse)

The post Can You Edit Your Own Wikipedia Page? The Conflict of Interest Question Every Executive Asks appeared first on Five Blocks.

The Seven Reasons Your Wikipedia Edit Will Get Reverted

1. You Edited Without Disclosing Your Conflict of Interest

Wikipedia’s conflict of interest (COI) policy requires that anyone editing an article about their own company, employer, or clients must disclose that relationship. If you edit your own company’s Wikipedia page without disclosure, experienced editors will identify you, often through IP address lookup or account history, and revert your changes. The edit won’t just be removed; it may be flagged, and future edits from your account or IP may face extra scrutiny.

2. Your Source Doesn’t Meet Wikipedia’s Notability Standards

Wikipedia’s verifiability policy requires that content be supported by reliable, independent, secondary sources. A press release doesn’t count. Your company blog doesn’t count. Even a well-written article on your own website doesn’t count. The sources need to be from publications that are independent from the subject, newspapers, industry journals, academic publications, and established online media with editorial standards. If your source fails this test, the content will be removed regardless of how accurate it is.

3. The Tone Was Promotional

Wikipedia’s neutral point of view (NPOV) policy prohibits promotional language. Phrases like “industry-leading,” “best-in-class,” “award-winning,” or “pioneering” will trigger an immediate revert. So will superlatives, subjective claims, and anything that reads like marketing copy. Wikipedia editors are trained to spot promotional language, and they remove it systematically. Even factually accurate content can be reverted if the framing is promotional.

4. You Added Content That Lacks Independent Verification

This catches companies off guard. You know your own history better than anyone, but Wikipedia doesn’t accept your account of events as authoritative. If a fact about your company isn’t reported in an independent source, it can’t appear on your Wikipedia page, even if it’s completely true. Many companies try to add significant milestones, product launches, or leadership information only to have it removed because the event was never covered in qualifying external media.

5. The Edit Was Made by a New or Suspicious Account

Wikipedia’s editor community has developed sophisticated pattern recognition for detecting COI editing. A new account making significant changes to a corporate article is an immediate red flag. So is an account with no other editing history. So is an account that was clearly created specifically to edit one article. Automated bots and experienced human editors will flag and often revert these edits automatically.

6. You Removed Negative Information

Attempting to remove properly sourced negative information is one of the most common, and most quickly reversed, edits companies make. If there’s a documented controversy, legal issue, or negative coverage that’s been reported in reliable sources, that information belongs on the Wikipedia page. Removing it will be flagged as a clear COI edit, the information will be restored, and your attempted edit will be permanently recorded in the article’s history.

7. You Used Wikipedia’s “Edit” Button Rather Than the Talk Page

For anyone with a conflict of interest, the correct process is to request edits through the article’s Talk page rather than making direct edits. This is called the “edit request” process. When you bypass it and edit directly, you’re not just making a tactical error, you’re violating Wikipedia’s COI editing guidelines. The Talk page approach is slower, but it’s the only compliant method for interested parties.

Why This Matters Beyond Wikipedia

Wikipedia’s influence has expanded dramatically in the AI era. When someone asks an AI assistant about your company, the response is often grounded in your Wikipedia article. When Google displays a Knowledge Panel, the data comes largely from Wikipedia. When journalists research your company, Wikipedia is frequently their starting point.

A failed edit attempt that gets reverted and logged creates a permanent record. More importantly, it doesn’t solve the underlying problem, your Wikipedia page continues to say whatever it says, and that content continues to feed into every downstream platform that relies on Wikipedia as a data source.

The Professional Alternative

The disclosed COI approach is the only Wikipedia-sanctioned method for companies to engage with their own articles. It involves:

• Creating an account with disclosed affiliation
• Using the Talk page to request specific, sourced edits
• Engaging with the Wikipedia editor community transparently
• Building a record of good-faith participation

This approach works, but it requires understanding Wikipedia’s culture, policies, and the specific dynamics of your article. Companies that try to shortcut this process consistently fail. Companies that work within it consistently succeed.

What Should You Do Right Now?

Start with an honest assessment of your Wikipedia page. What does it currently say? What’s accurate, what’s outdated, and what’s missing? What sources exist that could support an update?

Five Blocks offers a free Wikipedia page assessment that evaluates your current page against Wikipedia’s standards, identifies the highest-priority issues, and outlines a compliant path forward. There’s no obligation, and the assessment itself gives you a clearer picture of where you stand.

Request your free Wikipedia assessment →

Frequently Asked Questions

Can I fix my Wikipedia page if it has errors?

Yes, but the process requires following Wikipedia’s COI guidelines. The safest approach is to use the Talk page to request corrections, citing reliable independent sources for each change you’re requesting.

What happens if my edit gets reverted?

The reversion is permanent in the edit history. Repeated reverted edits can lead to your account being flagged or blocked, and can make the article more closely watched by editors, making future compliant edits harder.

Can I create a Wikipedia account and not disclose my affiliation?

You can, but Wikipedia’s terms of use require disclosure for paid editing. Undisclosed paid editing violates Wikipedia’s policies and can result in account bans. More practically, experienced editors often identify COI editors through editing patterns even without disclosure.

How long does the Talk page process take?

It varies. Simple factual corrections with strong sourcing can sometimes be addressed within days. More complex changes may take weeks. Having a professional Wikipedia editor manage the process can significantly accelerate it.

Does Five Blocks make the edits directly?

Our approach is based on disclosed COI editing, we work transparently within Wikipedia’s system, not around it. This means requesting edits through proper channels rather than making direct edits that could be interpreted as undisclosed COI editing.

This post is part of our series Your Brand on Wikipedia, a practical guide to understanding, editing, and protecting your brand’s presence on Wikipedia.

Next: Can You Edit Your Own Wikipedia Page? The Conflict of Interest Question Every Executive Asks

Previous: Can Anyone Edit Wikipedia? Yes, and That’s Exactly the Problem for Your Brand

The post How to Edit a Wikipedia Page Without Getting Reverted (or Making Things Worse) appeared first on Five Blocks.

How Wikipedia Editing Actually Works

Wikipedia doesn’t require an account to make edits. You can navigate to any unprotected article, click “Edit,” change whatever you want, and hit “Publish.” Your changes go live immediately. There’s no approval queue, no editorial review, no fact-check before publication.

What there is, however, is an elaborate after-the-fact system. Every edit is logged permanently. IP addresses are recorded for unregistered editors. Thousands of volunteer editors patrol articles using automated tools that flag suspicious changes. Bots revert obvious vandalism within seconds. And experienced editors watch high-profile pages like hawks.

So while anyone can edit, not every edit survives. The real question isn’t whether you can edit your company’s Wikipedia page, it’s whether changes to that page will be noticed and reversed before they’ve already done damage.

The Wikipedia-to-AI Pipeline

Here’s what most executives don’t fully grasp: Wikipedia isn’t just a website people visit. It’s a primary data source for AI language models, Google’s Knowledge Panel, and dozens of other platforms that aggregate information about companies and public figures.

When someone asks an AI assistant about your company, a significant portion of that response is shaped by your Wikipedia page. When Google displays your company in a Knowledge Panel, most of that data comes from Wikipedia. When journalists research your organization, they often start there.

That means a vandalized Wikipedia page doesn’t just affect the people who visit Wikipedia. It affects every AI-generated answer about your company. And unlike a Wikipedia edit that gets reverted in an hour, AI training data persists.

What We See in Practice

At Five Blocks, we’ve managed Wikipedia engagements for Fortune 500 companies, major financial institutions, and global consumer brands, including pages that had been repeatedly vandalized with no effective response in place.

Our Wikipedia team monitors hundreds of corporate Wikipedia pages using our proprietary WikiAlerts™ platform. The patterns are consistent: pages for publicly traded companies see spikes in edits around earnings announcements and executive transitions. Pages for consumer brands get hit during product controversies. Pages for financial firms attract edits from anonymous accounts during regulatory proceedings.

Most companies don’t know their Wikipedia page has been edited until the damage has already propagated, into Google’s Knowledge Panel, into news coverage, into AI responses. The firms that fare best are the ones with monitoring and response systems already in place.

The Disclosed COI Approach

When companies need to update or correct their own Wikipedia pages, there’s a compliant way to do it. Wikipedia’s own guidelines recommend “disclosed conflict of interest” editing, creating an account, declaring your connection, and proposing changes on the article’s talk page rather than editing directly. Independent editors can then review and implement qualifying changes.

This approach is slower than direct editing, but it produces more durable results. Changes made through disclosed COI are less likely to be reverted, and the transparent process protects companies from the reputational risk of being caught editing their own pages without disclosure.

Does Your Company Have a Wikipedia Page? Here’s What to Do Next

If you don’t know the current state of your company’s Wikipedia page, what it says, who’s been editing it, and what changes are being proposed, you’re operating blind in one of the most influential information ecosystems on the internet.

We offer free Wikipedia page evaluations that assess your current content, edit history, sourcing quality, and AI exposure, and give you a clear picture of where things stand. No commitment required.

Wondering about the current state of your Wikipedia page? Contact us for a free page evaluation →

Frequently Asked Questions

Can anyone really edit any Wikipedia page?

Most Wikipedia pages can be edited by anyone, even without an account. However, some high-profile or frequently vandalized pages are “semi-protected” or “fully protected,” restricting who can edit them. Even on open pages, edits are tracked and can be quickly reverted by other editors. If you’re concerned about changes to your company’s page, we offer free page evaluations to assess your exposure.

How does Wikipedia editing affect Google and AI results?

Wikipedia is one of the primary sources for Google’s Knowledge Panels and AI language model training data. Changes to your Wikipedia page, accurate or otherwise, can quickly propagate into search results and AI responses. Monitoring your Wikipedia page is an essential part of managing your digital reputation in the AI era.

What is the right way for a company to update its Wikipedia page?

The recommended approach is disclosed COI editing: create an account, declare your relationship to the subject, and propose changes on the article’s talk page. Independent Wikipedia editors will review and implement qualifying changes. This is more transparent and produces more durable results than attempting to edit directly. Our team specializes in this process — contact us for a free assessment.

What should I do if my company’s Wikipedia page has been vandalized?

Act quickly, but carefully. Reverting vandalism directly can raise conflict of interest concerns if done by someone connected to the company. The best approach is to have an experienced Wikipedia editor review and revert the changes through proper channels. We can help, contact us for an emergency assessment.

This post is the first in our series Your Brand on Wikipedia, a practical guide to understanding, editing, and protecting your brand’s presence on Wikipedia.

Next: How to Edit a Wikipedia Page Without Getting Reverted (or Making Things Worse)

The post Can Anyone Edit Wikipedia? Yes, and That’s Exactly the Problem for Your Brand appeared first on Five Blocks.

Why Grokipedia matters

Grokipedia is making a bold wager: replacing Wikipedia’s human editors with algorithmic curation. Instead of volunteer consensus and strict sourcing rules, Grokipedia relies on AI systems to decide what information matters and which sources are credible.

That shift raises an important question for brands and communicators:

What actually happens to corporate narratives when AI, not humans, becomes the editor?

The big picture: more sources, different priorities

Grokipedia articles are not necessarily longer than their Wikipedia counterparts. But they are far more heavily sourced.

• Average sources per Fortune 100 company: 187
• Highest count: Apple, with 359 sources

This volume alone signals something important: Grokipedia’s model values aggregation and breadth over editorial restraint. But the real story lies in what sources it chooses.

Where Grokipedia gets its information

Across all Fortune 100 articles, sources break down as follows:

• Corporate sources: 34.5% (6,477 citations)
• Company websites: 27.2% (5,112 citations)
• News media: 16.3% (3,050 citations)
• Government: 7.0% (1,319 citations)
• Financial / Academic / Trade: 7.5% (1,408 citations)
• Social media: 1.8% (335 citations)

This alone marks a major departure from Wikipedia, which treats corporate and self-published sources as inherently suspect. Grokipedia does the opposite.

The most-cited domains across the Fortune 100

Here are the top 10 domains cited across all Fortune 100 Grokipedia pages:

1. Reuters.com(474)
2. Yahoo.com (382)
3. SEC.gov (280)
4. NYTimes.com (248)
5. CNBC.com (200)
6. Macrotrends.net (185)
7. Forbes.com (150)
8. LockheedMartin.com (125)
9. Justice.gov (122)
10. Published reports (115)

What surprised us most

A company website cracked the top 10 overall.

Lockheed Martin’s corporate site appears 125 times across Grokipedia—but not because it’s cited broadly. It’s because Grokipedia’s Lockheed Martin page relies heavily(!) on the company’s own materials.

Equally interesting: TD Synnex sources 60.8% of its Grokipedia citations from its own website

This represents a fundamental break from Wikipedia’s editorial philosophy. Where Wikipedia views corporate sites as biased and secondary, Grokipedia treats them as primary sources of truth.

Social media: barely present

Early critics worried Grokipedia would overweight X (formerly Twitter). The data tells a different story with social media accounting for under 2% of all citations

• LinkedIn leads with 75 citations
• Facebook – 40 citations
• Reddit – 38 citations
• YouTube – 31 citations
• X.com appears just 14 times

Despite Grokipedia’s ownership of X, social platforms are not driving corporate narratives on the platform  itself.

PR Newswire is doing well!

Another sharp contrast with Wikipedia and Google Page 1:

PR Newswire ranks #7 among news sources, with 95 citations

Wikipedia rarely allows press releases as sources, while Grokipedia treats them as legitimate references – giving companies a direct channel into AI-generated “encyclopedic” content.

What this means for communications teams

The shift from human-curated to AI-curated knowledge changes the playbook.

1. Your corporate website now matters more than ever
It is no longer just a destination – it can become the primary source for LLMs.

2. Government filings carry outsized influence
SEC.gov (#3) and Justice.gov (#9) rank among the most-cited domains.
AI systems read and index everything, including filings, enforcement actions, and regulatory language.

3. Earned media still matters – but the mix is changing
Reuters and legacy outlets dominate, but trade publications and financial data aggregators (440 citations combined) remain highly influential.

4. Wikipedia is no longer the single source of record
Fixing Wikipedia is no longer sufficient. Grokipedia and similar AI-driven platforms are building parallel narratives, governed by entirely different editorial logic.

Explore the data yourself

We’ve created an  interactive dashboard where you can dig into all of the data here!
The dashboard allows you to look at each company individually as well!

The post What Sources does Grokipedia use for its Fortune 100 Articles appeared first on Five Blocks.

For years, Google has been the ultimate arbiter of online visibility. If a page didn’t appear in Google’s index, it effectively didn’t exist in the public eye. Brands, communicators, and reputation managers learned to play by Google’s rules — optimizing what could be found, fixing what was misleading, and deleting what was outdated.

But artificial intelligence is rewriting those rules in real time.

Recently, we made a surprising discovery that raises new questions about how AI systems like ChatGPT access and represent information — and what that means for brands. ChatGPT cited Wikipedia pages that not only weren’t indexed by Google but, in some cases, had been deleted from Wikipedia entirely months earlier.

In other words: ChatGPT appears to be referencing information that no longer exists on the open web.

This finding, while seemingly small, points to a much larger shift. It suggests that ChatGPT operates from a different kind of index — one not governed by Google or Bing, but by the model’s own memory and training data. And that has profound implications for online reputation.

1. The Discovery

At Five Blocks, we regularly analyze how information about companies and individuals appears across platforms — from search results to knowledge panels to AI-generated summaries.

During one of these analyses, we noticed something odd: ChatGPT was citing a Wikipedia page about a company that had been deleted from Wikipedia months earlier. Even more surprising, the page had never been indexed by Google — likely due to Wikipedia’s internal restrictions on certain pages and drafts.

In short, ChatGPT seemed to know something that should have been impossible for it to know.

When we tested further, we found similar examples. In some cases, ChatGPT referenced archived or draft Wikipedia pages that were not accessible through normal search.

This means ChatGPT’s knowledge base includes content that is invisible to both users and search engines — a sort of ghost archive of the internet.

The image below from our AIQ platform shows an example of ChatGPT referencing a deleted Wikipedia page:

Here is an actual ChatGPT screenshot:

When you click on the link from ChatGPT, you get:

And, here you can see that the Wikipedia article was deleted on May 19th:

2. The Indexing Debate: Google, Bing… or Something Else?

There’s been a lot of discussion online about whether ChatGPT (and similar tools) rely on Google’s or Bing’s index to answer questions about current topics.

Microsoft has described Bing as ChatGPT’s “search partner,” suggesting that when the model browses the web in real time, it’s doing so through Bing’s infrastructure. Others assume that since Google dominates the indexing landscape, much of the information must come from its dataset.

Our finding suggests a third possibility.

AI systems like ChatGPT don’t just rely on live search indices — they also draw on their own internal knowledge, built from snapshots of the web taken during training. That means they may reference pages that have since disappeared, been updated, or were never fully visible to search engines at all.

For example, here ChatGPT cites the HMS Totnes Wikipedia page:

However, a Google search for that Wikipedia page shows that it hasn’t been indexed:

Unlike Google or Bing, which are constantly re-indexing the live web, AI models often retain information indefinitely. They may “remember” content that was once public but has long since vanished — effectively creating a parallel version of the internet that exists only inside the model.

This raises a fascinating question:
If AI can access and resurface information that’s been deleted or de-indexed, what does “control” over your online reputation really mean?

3. The Reputation Implications

For years, Wikipedia has been one of the most powerful determinants of how brands and individuals appear online. It influences Google Knowledge Panels, affects trust signals, and often shapes media narratives.

Because of that, many organizations have worked diligently to ensure that their Wikipedia entries are accurate, balanced, and aligned with verifiable facts. But the assumption has always been: once an error is corrected or a page is deleted, the outdated version fades from public view. In the age of AI, that’s no longer guaranteed.

If ChatGPT or another AI system has already learned from a previous version of a Wikipedia page, that information may continue to influence its responses — even if the page no longer exists. This creates a temporal lag between what’s true now and what AI believes to be true, based on past data.

That lag can have real consequences:

• A company that successfully removes an inaccurate Wikipedia claim may still see it resurface in AI summaries.
• An individual whose biography was corrected might find outdated information repeated in generative search results.
• A brand that relies on Wikipedia for credibility could see outdated or partial content influencing how AI describes it to users.

This represents a profound shift in the mechanics of reputation. Reputation is no longer defined solely by what’s visible online — it’s also shaped by what AI remembers.

This raises an important question: if outdated Wikipedia content can continue to surface in AI responses, is there still value in correcting or deleting a page? The answer is yes — but with new strategic considerations. When an updated version of a page is published, AI systems that re-crawl or refresh their training data are more likely to replace older information with the corrected version. And even if outdated details aren’t fully overwritten everywhere, ensuring that accurate, high-quality content exists increases the probability that AI models will surface the correct version in most contexts. In other words, maintaining an accurate Wikipedia presence still matters — it just operates within a more complex, probabilistic AI ecosystem.

4. Managing Reputation in the Age of AI Memory

So, what should brands and communicators do in this new landscape?

First, recognize that deletion isn’t disappearance.
Once information has entered the public digital ecosystem — especially on high-visibility platforms like Wikipedia — it may continue to circulate in AI models long after being removed. That makes proactive accuracy and clarity even more important. Fixing misinformation quickly reduces the risk that it becomes “baked in” to an AI’s memory.

Second, expand your visibility monitoring beyond search.
Traditional SEO and reputation tools focus on what appears in Google results. But as AI platforms like ChatGPT, Perplexity, and Google’s own AI Overviews become more popular, brands need to track how they’re represented there, too. Five Blocks’ AIQ Snapshot, for example, measures how companies appear across leading AI platforms — providing early warning when narratives diverge from reality.

Third, view Wikipedia through an AI lens.
Wikipedia remains one of the most influential data sources in the world — not just for humans, but for machines. Maintaining accuracy, neutrality, and completeness there matters more than ever, because what’s written (or once written) can echo through AI systems long after.

Finally, stay vigilant about every change that happens on your Wikipedia pages.

Even small edits — a phrasing shift, a new citation, an added controversy — can ripple into AI systems that use Wikipedia as a core reference. That makes real-time monitoring essential. Tools like Five Blocks’ WikiAlerts™ notify brands the moment a page is edited, enabling rapid review and response before inaccurate or biased information spreads or becomes part of an AI model’s reference set. In the age of AI memory, staying updated isn’t just good Wikipedia hygiene — it’s a critical layer of reputation protection.

5. The Takeaway: Reputation in a Post-Search World

The discovery that ChatGPT can cite deleted or unindexed Wikipedia pages is more than a technical curiosity. It’s a signal that we’re entering a post-search era — one where visibility and influence extend beyond the reach of traditional SEO and content control.

Search engines like Google and Bing show us what’s out there today. AI models, in contrast, reveal what’s still in there — the accumulated memory of the internet, with all its imperfections, edits, and ghosts of pages past.

For communicators and reputation professionals, this is both a challenge and an opportunity. It’s a reminder that reputation isn’t static, and it isn’t limited to what’s live. It’s a living narrative, shaped by both current content and the digital traces left behind.

At Five Blocks, we believe the next chapter of reputation management lies in understanding and influencing that AI layer — ensuring that when machines summarize who you are, they get the story right.

Curious whether ChatGPT is pulling from non-indexed or deleted pages that could be influencing your brand narrative? Get an AIQ Snapshot now!

The post Beyond Deletion: What ChatGPT’s Use of Hidden Wikipedia Pages Reveals About AI Reputation appeared first on Five Blocks.

LAST UPDATED – October 2025

Wikipedia Editing for Companies: Best Practices and Considerations

One of the most common questions we get regarding Wikipedia is whether a company can edit its own page.

The short answer is – it’s complicated, and there are important guidelines to follow.

Wikipedia’s Stance on COI – Conflict of Interest

Wikipedia’s purpose is to provide an encyclopedia of impartial knowledge. Content that is promotional, self-serving, or biased will often get flagged or removed by other editors.

Wikipedia’s official policy states:

“You are discouraged from writing articles about yourself or organizations (including their campaigns, clients, products and services) in which you hold a vested interest.”

In essence, editing the Wikipedia page about your own company is discouraged, as Wikipedia aims to ensure its content remains unbiased.

 The Risks of Undisclosed Editing

It’s crucial to understand that:

• Wikipedia editors frown upon and may penalize pages that appear to have been edited by the company without transparency.
• Your IP address is recorded and visible to others. Never attempt to edit anonymously using a company-owned IP address.
• The Wikipedia editor community actively tracks changes. Your edits can trigger alerts for engaged editors, who may swiftly revert or challenge your modifications.

Free Consultation regarding your brand’s Wikipedia challenge: Contact Us

The Gold Standard: Disclosed Conflict of Interest (COI) Editing

Over the past few years, a new approach to Wikipedia editing has emerged, known as “disclosed conflict of interest” editing. This method is now considered the best practice for companies seeking to improve their Wikipedia presence. Here’s how it works:

1. The company or individual creates a Wikipedia user account.
2. They disclose their connection to the subject of the article on their user page or the article’s talk page.
3. Instead of directly editing the article, they suggest changes on the talk page, providing reliable sources to support their proposals.
4. Independent Wikipedia editors review these suggestions and implement them if they meet Wikipedia’s guidelines.

This approach aligns with Wikipedia’s values of transparency and allows companies to advocate for fair representation while respecting the platform’s rules.

Why Choose Disclosed COI Editing?

• It’s compliant with Wikipedia guidelines, avoiding the risks associated with undisclosed editing.
• It allows for more aggressive advocacy on behalf of your brand, as you’ve already informed the community of your connection.
• It typically leads to better long-term outcomes and a more stable Wikipedia presence.

How We Can Help
At Five Blocks, we specialize in navigating Wikipedia’s complex landscape for our clients. Our services include:

1. Notability Analysis: Determining whether an entity has the required coverage for Wikipedia editors to accept and publish a new article.
2. Current Page Analysis: Reviewing challenges and opportunities with existing content and sources.
3. Content Planning and Drafting: Preparing content and sourcing for potential Wikipedia inclusion.
4. Community Engagement: Working with the Wikipedia editor community to review and submit proposed changes via the appropriate talk pages.
5. Vandalism Monitoring: Utilizing tools to monitor Wiki pages so that swift action can be taken when needed.
6. Foreign Language Pages: Assisting in creating Wikipedia pages in other languages, following the specific guidelines for each.

Free Consultation regarding your brand’s Wikipedia challenge: Contact Us

Important Considerations

• Wikipedia’s editing guidelines are far more intricate than they may appear. The sources, writing style, and editor interaction require significant experience to manage effectively.
• Timing is crucial. Introducing a Wikipedia page in advance of a potential crisis may be beneficial, while doing so during a crisis could backfire.
• Building a positive Wikipedia presence takes time and patience. It’s a long-term strategy that requires consistent effort and adherence to Wikipedia’s principles.

Ready to Improve Your Wikipedia Presence?

If you’re looking to create or improve your company’s Wikipedia page, we offer free consultations to discuss your options and determine the best approach for your specific situation. Our team of experts can guide you through the process of disclosed COI editing, ensuring compliance with Wikipedia’s guidelines while working towards your goals.

Free Consultation regarding your brand’s Wikipedia challenge: Contact Us

Still have questions? See our FAQ

How do I edit an error on my company’s Wikipedia page?

While anyone can edit Wikipedia, it’s best to use the disclosed COI approach.
Best is to work with an experienced firm to suggest changes on the article’s talk page, providing reliable sources to support your corrections.

How do you create a Wikipedia page?

Wikipedia has strict standards for notability, citations, and conflict of interest. We recommend consulting with professionals to navigate these requirements and increase the chances of your page being accepted and maintained.

Can you edit your own Wikipedia page?

Direct editing is discouraged. Instead, work with an experienced team to ensure you are utilizing the disclosed COI method to suggest changes on the talk page and let independent editors implement them.

Who can edit a Wikipedia page?

Anyone can edit most Wikipedia pages, but it’s important to follow the platform’s guidelines, especially regarding conflict of interest.

Can I see who edited a Wikipedia page?

Yes, go to the ‘View History’ tab at the top right of the Wikipedia page. The username of the editor appears next to each change, along with the date.

Remember, working with Wikipedia requires patience, transparency, and adherence to the platform’s principles. By following these guidelines and best practices, you can work towards achieving a fair and accurate representation of your company on one of the world’s most visited websites.

Free Consultation regarding your brand’s Wikipedia challenge: Contact Us

The post Can you edit your or your company’s Wikipedia page? appeared first on Five Blocks.

As these models become increasingly integrated into our daily lives, the importance of Wikipedia in shaping brand reputation cannot be overstated, since it is a major source for training AIs.

Importance of Wikipedia in AI Training
According to The New York Times, “Wikipedia is probably the most important single source in the training of AI models.” The platform’s vast trove of crowdsourced knowledge, covering a wide range of topics, provides invaluable data for AI models to learn from. Without access to this information, the development of current generative AI capabilities might not have even been possible. (Here’s some additional information on how AIs/LLMs/Chatbots are trained.) 

Impact on Brand Reputation
With AI models like ChatGPT, Claude AI, and Gemini having been trained on Wikipedia, inaccurate or biased information on the site can lead to negative or incorrect information about a brand, potentially harming its reputation. With so much riding on the underlying information in Wikipedia, ensuring the positivity and accuracy of a brand’s Wikipedia presence has become more important than ever.

Recommendations
Given Wikipedia’s elevated status, our recommendations for companies, brands, and individuals are to work within the Wikipedia guidelines to do the following:

1. Maintain: Create and/or maintain a well-structured, robust Wikipedia page for your brand or personal profile.
2. Update Accurately: Make sure the page remains updated and accurate with current facts, figures, and noteworthy achievements.
3. Include more sources: Since LLMs utilize all of the content, include as many relevant, verifiable sources, as appropriate – these should only help the AI training.
4. Go Multilingual: Consider developing a presence across multiple language editions of Wikipedia. LLMs often learn from content in various languages, and the more you play an active role, the better. Also, consider that English is often the hardest language version of Wikipedia to impact, and other language versions can be very easy to edit.
5. Other Wiki pages: LLMs can learn about your brand and industry from any Wikipedia article, so consider getting relevant information added to relevant industry articles, not just the ones about your brand.
6. Talk Pages: Leverage Wikipedia’s “Talk” pages to include additional relevant information, as LLMs may also use these for training.
7. Images: Consider submitting relevant images via Wikimedia Commons to enhance your Wikipedia page and improve AI model understanding.
8. Categorize: Utilize Wikipedia’s category system to ensure your page is properly categorized and connected to the ideal topics.
9. Monitor: Monitor your Wikipedia presence for edits that may introduce inaccuracies, outdated information, or bias; address issues appropriately and promptly. Do the same for other relevant pages related to your company or brand. Our free WikiAlerts service provides tracking of Wikipedia and Talk pages.
10. Wikidata: Beyond Wikipedia, leverage Wikidata, Wikipedia’s sister project, a powerful database of community-contributed structured data that LLMs will increasingly use to verify facts.

Do We Even Need Wikipedia in a World of AI?
An interesting question that has been raised recently is whether there is even a need for Wikipedia. Since the content is taken from various third-party sources, and the LLMs presumably have access to the sources and probably many more, why can’t an AI produce Wikipedia content that would be as good or better than content created by Wikipedia editors?

To answer this question there have been various attempts to utilize AI to write sections of Wikipedia pages, but so far, despite the great capabilities of AI, they have not been proven to produce content that is up to par. It is possible that this will change at some time in the future, but for now there still seems to be tremendous benefit derived from the human (crowdsourced) process that helps create a Wikipedia page. Perhaps AIs that are trained on this process will eventually produce content that is recognized to be of high enough quality. 

Conclusion
Ongoing tracking of how AI models represent your brand, and what role Wikipedia may be playing, can help you identify areas for improvement within Wikipedia and beyond. 

As the use of Wikipedia in AI training continues to grow, we believe that the future of brand reputation management will be even more closely tied to Wikipedia. By actively managing their Wikipedia presence, companies can ensure that AI models have access to an important trusted source of accurate and up-to-date information, ultimately leading to a more positive online reputation.

Five Blocks specializes in digital reputation management for platforms including Google and Wikipedia, combining cutting-edge technology and personalized service to help our clients overcome digital reputation challenges. Our advanced data analysis and AI-powered insights allow us to identify the root causes of digital reputation issues and uncover overlooked opportunities for improvement. We work closely with your communications team to develop and implement sustainable solutions that deliver long-lasting results.

For more information or to see what we can do with your brand’s data contact us.

The post The Future of Wikipedia in the Age of AI appeared first on Five Blocks.

Please note that editing a Wikipedia article about yourself or your company is prohibited without disclosing conflict of interest.

Five Blocks offers Free Consultation and help in determining your options regarding Creation or Editing of Wikipedia pages. Contact Us.

The following recommendations are for objective, volunteer editors who are not being paid or swayed to edit in any way. A basic understanding of these common editing snags can streamline the process of contributing to Wikipedia, and make it easier for you to expand the encyclopedia’s content in constructive ways. 

1. You’re not signed in — Wikipedia has two primary editing channels: registered and unregistered (or IP) editing. If you don’t create an account, your changes will be attributed to the IP address of the computer you are using to make the edits. For all sorts of reasons, Wikipedia editors prefer “interacting” with registered editors as opposed to IP addresses. Extensive editing done without logging in is often viewed suspiciously. The editing community is less trusting of IP edits and is, therefore, more likely to revert sizable edits made in this way. 
2. You didn’t include citations — Wikipedia wants readers to know where the information is coming from. Assertions made in a Wikipedia article should be backed up by independent, reliable sources. Reliable sources are defined as those with a good reputation and a solid editorial process. Blogs, tabloid journalism, and sponsored content are not to be used. Peer-reviewed industry journals can be used where appropriate. This policy is scrupulously enforced. 
3. You’re citing original research and primary sources — As an extension of the previous item, information can only be included in Wikipedia if it has been published in reliable sources. Research that has not gone through the peer-review process of academic and scholarly journals should not be cited in the encyclopedia. Articles and publications written by the subject of the Wikipedia article should not be used in most cases. Information published by the subject’s employer is also considered “primary sourcing” and could flag your edits for reversion.
4. Your subject isn’t notable — Not every person, company, or concept is considered worthy of a Wikipedia article. Even though someone may seem very important to you, it does not necessarily mean they meet Wikipedia’s standards of notability. We wrote about this here and here. 
5. You’re repeating edits — Known as edit warring, the re-insertion of content that has already been removed is unacceptable on Wikipedia. If an edit you made is reverted, look at the reasons given. An article’s talk page is the right place to start a discussion about the content you’d like to add, particularly if you are finding that it keeps getting reverted. 
6. You are inserting radical, extreme, and/or fringe theories — Wikipedia strives to present a neutral point of view and a balanced demonstration of the facts. It is not a platform for inclusion of every theory, hypothesis, or premise. While these notions might be mentioned in a particular article, they will not be given equal weight compared to mainstream views. Wikipedia articles will always strive to reflect the scientific consensus. 
7. You seem too close to the subject — If you have a financial connection to the subject of an article, Wikipedia requires that you declare your conflict of interest. For the most part, editors with a conflict of interest are encouraged to avoid editing a page directly, and instead to use the talk page to suggest changes and raise issues.
8. Your edits cause harm- Your edit might be reverted if it is considered disruptive or malicious, changes that Wikipedia considers vandalism. Repeated sabotage of a page will either get your account blocked from editing, the page protected (meaning it can only be edited by a small group of Wikipedia editors), or both.

As Wikipedia continues to maintain a powerful position in the current landscape of accessible information and data consumption, it needs editors—just like you—to work diligently, effectively, and efficiently to ensure the quality and neutrality of the articles. From hobbyists to subject experts, Wikipedia needs and wants people like you. Wikipedia thrives because of its community of editors—the volunteers who are committed to fixing mistakes, adding stellar content, and improving the platform for readers. 

Do you need help editing your company or personal Wikipedia page?

Contact Us for a free consultation.

FAQ

Why did my Wikipedia edit get removed?

Any changes that are unsourced; supported by unreliable sources; malicious; biased; or considered harmful in any way, will be reverted. Edits made by editors appearing to have a conflict of interest will also be flagged or deleted.

Do I need to be an editor to edit Wikipedia?

Anyone can edit Wikipedia, even without a registered account. The Wikipedia community prefers to “interface” with registered editors. If you choose to edit without signing in, your changes will be attributed to the IP address of the computer you are using.

How can I change information on my own Wikipedia entry?

The goal of the Wikipedia project is to be an encyclopedic source of objective information. Articles that are promotional, self-serving, or bias are at-risk of being tagged or deleted. These are our recommendations for making changes on your own page.

How do I know who edited a Wikipedia page?   

All changes to a Wikipedia entry are logged. You can see this log by going to the ‘View History’ tab at the top right of the Wikipedia article. The date, time, and size of each change is listed next to the name of the editor who made it. Clicking on the editor’s name will take you to their ‘user page’ where you can read more about the editor.

Does everything on Wikipedia need to be sourced?

Information included on Wikipedia needs to be backed by independent, reliable sources. If you want to add content, it needs to have been picked up by media outlets with a good reputation and an editorial process. 

 Who can have a Wikipedia article?

Wikipedia has standards of notability which determine a subject’s eligibility for inclusion. Read this article to learn more about the criteria for getting a Wikipedia article.

The post Why Your Wikipedia Edits Keep Getting Reverted appeared first on Five Blocks.