Why does AI confuse my company with another one?

Published 9 min read

OpenAI model (gpt-5.6-luna) via Codex CLI with web search, not the ChatGPT app, 01.11.2026, 1 question, 3 runs.

Why does ChatGPT confuse your company with another one? It joins pages by name. When names are close and your own page is thin, it can mix two companies into one answer.

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Your company (Your company)Competitor

ChatGPT

What is Example Co. and what does it cost?

Example Co. is a help desk tool for teams.

It also offers payroll services in three countries.

Sources
  1. exampleco.exampleexampleco.example
  2. example-co-payroll.exampleexample-co-payroll.example
Made-up company. The second line belongs to another made-up company with a close name.

Why AI mixes up two companies

ChatGPT confuses companies when it finds pages of several companies with close names. Then it may join their facts into one answer. Fix it with one clear description, your name next to your domain, and the same facts everywhere.

Key points

  • It is often a mix-up. The facts may be true, but they belong to another company with a close name.

  • It happened to us. Asked about our own name 3 times, AI found pages of other companies with close names every time.

  • You fix it with facts. One description, name plus domain, sameAs links and an about page that says who you are not.

How does AI mix up two companies?

AI searches for your name, reads the pages it finds and writes one answer. If pages of three companies come back, facts can move from one to the other.

  1. 1

    Someone asks about your name

    A customer types: "What is Example Co. and what does it cost?"

  2. 2

    AI searches the web

    It looks for the name. A close name, like a shorter or longer spelling, can match too.

  3. 3

    Pages of three companies come back

    Your page, a page of a company with a close name, and a directory that lists both.

  4. 4

    AI writes one answer

    If your page is thin, the other pages fill the gaps. The answer now holds facts of two companies.

Short names and common words match pages of more companies. Our own name is short, and our results held many names that start the same way.

A new company has a second problem. The trained model may know the older company well and you not at all.

What happened when we asked AI about our own name?

All 3 answers found our site. But in all 3 runs, the search results also held pages of other companies with close names.

On 1 November 2026 we asked an OpenAI model one question 3 times: "What is Nenn (nenn.io)? What does it do, who is it for, and what does it cost?"

  • 3 of 3

    Runs with pages of other companies with close names in the search results

  • 0 of 3

    Answers that gave our real prices

  • 1 of 3

    Answers that listed prices that are not ours

  • 1 of 3

    Answers that added AI engines we do not check

What 3 answers said about Nenn

OpenAI model (gpt-5.6-luna) via Codex CLI with web search, not the ChatGPT app, 01.11.2026, 1 question, 3 runs. Sources: nenn-self

Our facts next to one answer (run 3 of 3, 1 November 2026)
FactOur factsWhat the answer said
PricesOn our pricing page, in eurosThree paid prices in dollars that are not ours
AI enginesChatGPT, Perplexity, Google AI OverviewsAlso Gemini and Claude
What it doesChecks if AI names your company, drafts the fixCorrect

We could not find these three prices on any nenn.io page. The other two answers found no paid prices at all.

We cannot prove where the wrong prices came from. The close-name pages were in the results, so a mix-up is one likely cause.

One answer did something useful. It added, without being asked, that a product with a similar name is a different company.

We do not name the other companies here. Our about page lists the names we are not related to.

Is it a hallucination or a mix-up?

Often it is a mix-up. The facts can be true, but they belong to another company.

  • Mix-up: AI links your name to another company. Its facts are real, just not yours.
  • Hallucination: AI fills a gap with a fact nobody wrote. No page says it.

The test takes one minute. Open the links next to the wrong claim. If the page is about another company, it is a mix-up.

How do you stop AI from confusing your company?

Make it easy for AI to tell you apart. These six fixes work for any company, and none of them needs a tool.

  1. 1

    Use one description everywhere

    Write two plain sentences: who you are, what you do, where. Use them word for word on your site, LinkedIn and every directory.

  2. 2

    Put your name and domain together

    Write "Example Co. (exampleco.example)" in your about page, footer and profiles. Add your legal name and city on the about page.

  3. 3

    Add sameAs links

    In your Organization markup, list your own profiles under sameAs. Schema.org defines it as a page that clearly shows the item's identity.

  4. 4

    Write an about page that says who you are not

    Add one factual line: "Example Co. is not related to Example Payroll." No opinion, no judgement, just the fact.

  5. 5

    Keep the same facts in directories

    Check the directories your buyers use. Fix old names, old addresses and old descriptions.

  6. 6

    Ask AI about your name every week

    Ask in a new chat, with and without your domain. Write down what changed.

Google says Organization markup can help it tell your company apart from others. It also says AI features need no special markup. So markup supports your page text. Read what markup does and does not do.

See what AI says about your name today. Try the test run

What should you not do about a name mix-up?

Stay with your own facts. Pages about the other company can make the mix-up worse.

Do

  • Do: State your own facts, with your domain next to your name.

  • Do: Write "not related to" as one plain line.

  • Do: Fix your own old pages and profiles first.

Don't

  • Avoid: Put the other company's name in your page titles or ads.

  • Avoid: Say anything bad about the other company.

  • Avoid: Write long pages about the other company.

How do you check if AI still mixes you up?

Ask four short questions in a new chat, 3 times each. Do it on ChatGPT, Perplexity and Google.

Four questions to test a name mix-up
AskWhat it tests
What is [your name]?Which company AI thinks you are
What is [your name] ([your domain])?Whether the domain helps AI find you
What does [your name] cost?Whether your price comes from your own page
Where is [your name] based?Whether your city and country are right

Open the links next to each answer. Count how often a page of another company shows up.

Questions about AI and name mix-ups

Can I ask OpenAI to stop confusing my company with another?

We know of no OpenAI tool that lets a company edit answers about itself. You can rate a wrong answer with the thumbs-down button. The lasting fix is your own pages and profiles, because every AI engine reads them.

Does Organization markup alone fix a mix-up?

No single tag fixes it. Google says this markup can help it tell your company apart from others with similar names. AI answers still come from the pages it reads, so your visible text must say the same.

Why does AI mix us up in some answers and not in others?

Each answer runs new searches, so it finds different pages. In our 3 runs on our own name, only 1 answer listed prices that are not ours. Read why AI gives different answers.

Should we rename our company?

Not because of one answer. First fix your own facts and check by name every week. If the mix-up stays, talk to a lawyer about names and trademarks.

What is entity disambiguation?

It means telling two things with the same or a close name apart. For a company, AI needs clear facts to know which one you are. See what a brand entity is.

Ask AI about your own name every week

See if it mixes you up with another company, and which pages it read. Try the test run first, or start the 7-day trial.

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What is Example Co.?

  1. 1Your company?
invented company.
Mr. Nenn, the Nenn mascot, thinks about two companies with one name

About the author and sources

  1. Nenn, Nenn test: 'What is Nenn (nenn.io)?', 3 runs, checked . OpenAI model (gpt-5.6-luna) via Codex CLI with web search, not the ChatGPT app, 01.11.2026, 1 question, 3 runs.
  2. Schema.org, sameAs property, checked
  3. Google Search Central, Organization structured data, checked
  4. Google Search Central, AI features and your website, checked
  5. Pixelmojo, Why does ChatGPT confuse my company with another?, 13 June 2026, checked . Vendor page. Same view: a mix-up is often a disambiguation problem, not a made-up fact.