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metadata
license: cc-by-4.0
task_categories:
  - tabular-classification
language:
  - en
tags:
  - seo
  - aeo
  - geo
  - answer-engine-optimization
  - ai-search
  - web-crawling
  - llm-visibility
pretty_name: AI Visibility Sample (US Businesses)
size_categories:
  - n<1K
configs:
  - config_name: default
    data_files: ai_visibility_sample.csv

AI Visibility Sample: 500 US business websites

A free sample of the Engagemii AI visibility dataset. Each row is a real US business website with a score from 0 to 10 for how findable and citable that site is to AI answer engines such as ChatGPT, Claude, Gemini, and Perplexity, plus a record of which AI crawlers have actually visited it.

The full dataset covers 34.7M+ websites worldwide, 15.1M of them verified US businesses. This sample is 500 rows drawn from the US set, spread across 20 business categories and 48 states.

Why this exists

Answer engines cite a small number of sources when they respond. Most sites are never in that set, and their owners have no way to see it: AI crawler traffic does not appear in standard web analytics. This sample is published so people can look at the shape of the problem with real data instead of anecdotes.

Columns

Column Description
companyName Business name
domain Registered domain
websiteUrl Resolved site URL
aeoScore AI visibility score, 0 to 10
aiBotHitsTotal Observed AI crawler requests to this site
aiBotsSeen Which AI crawlers were observed, by name
businessCategory Category, from a fixed 20-category set
detectedPlatform CMS or site platform detected
city, state, country Location
industry Industry label
employeeSize Employee count band
pageTitle Homepage title tag
hasWholesale Whether a wholesale offering was detected

What is in this sample

In these 500 rows:

  • Scores run from 0.6 to 8.1. The median is 4.7. No site in the sample reaches 9.
  • 304 of 500 sites had at least one identified AI crawler visit recorded.
  • ClaudeBot is the most frequently observed crawler in this sample, followed by GPTBot.
  • Every domain is unique. Records are spread across 20 business categories and 48 states.

The score is a 0 to 10 measure built from on-page and off-page signals. The component weights are not published.

What is not in here

No email addresses, no phone numbers, no personal data. Free text fields have been stripped. This is company and website level information only.

Method and provenance

Scores and crawler observations come from our own crawling and analysis. Nothing in this dataset is resold from a third party.

A note on the crawler columns: these record which AI crawlers were observed reaching a site. They do not indicate that an AI engine cited the business. Citation is measured separately, by checking the answers themselves.

Full dataset and the free check

Citation

@misc{engagemii_ai_visibility_sample,
  title  = {AI Visibility Sample: 500 US business websites},
  author = {Pellitteri, Gregory},
  year   = {2026},
  url    = {https://huggingface.co/datasets/Engagemii/ai-visibility-sample}
}

License

CC BY 4.0. Use it, including commercially, with attribution to Engagemii.