No acronym soup

A GEO audit is an AI findability check.

Traditional search asks whether a page can rank. A GEO audit also asks whether an AI system can use the business in a useful answer.

That requires more than repeating keywords. The business needs a clear identity, pages that answer real buying questions, proof that supports its claims, and outside sources that describe the same company consistently.

Traditional visibility question

"Can someone find this page in search results?"

GEO visibility question

"Can an AI answer explain when this business is a good choice and support that recommendation?"

What belongs in the audit

Five layers matter more than one magic file.

  1. 1

    Technical access

    Important pages should be crawlable, indexable, canonical, readable without fragile interactions, and connected through the sitemap and internal links.

  2. 2

    Entity clarity

    The site should consistently name the business, category, services, audience, locations, people, credentials, and contact details.

  3. 3

    Answer-ready pages

    Service, use-case, comparison, proof, methodology, and FAQ content should answer the questions buyers actually ask.

  4. 4

    External evidence

    Reviews, reputable directories, associations, media, partner pages, and customer stories help verify what the company says about itself.

  5. 5

    Live answer checks

    Relevant customer questions should be tested and saved with the answer, competitors, citations, date, and provider used.

Important distinction

An llms.txt file is useful context, not a visibility strategy.

A clear llms.txt can summarize important pages for systems that choose to read it. It does not force a model to crawl, cite, rank, or recommend the business.

The stronger foundation is still a useful website: direct language, distinct pages, specific proof, accurate structured information, strong internal links, and credible mentions elsewhere.

Where Cite N Seek fits

Use the free check for clarity and the paid report for live evidence.

Free Vibe Check Can AI understand your business?

We read one public homepage and explain what the business appears to do, who it serves, what is unclear, and one fix to make first.

Run it free ->
The $99 Receipts Does AI recommend your business?

We test ten customer questions through connected live providers, show who appears instead, preserve citations, and create a 30-day action plan.

See the paid report ->

Your turn

See what AI understands first.

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