Datasets:
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
- Score any single domain free, no signup: engagemii.com
- Full dataset licensing: Snowflake Marketplace
- Background reading: engagemii.com/blog
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.