Datasets:

Engagemii
/

ai-visibility-sample

	---
	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](https://engagemii.com)
	- Full dataset licensing: [Snowflake Marketplace](https://app.snowflake.com/marketplace/listing/GZT1Z10637OBR)
	- Background reading: [engagemii.com/blog](https://engagemii.com/blog)

	## Citation

	```bibtex
	@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.