AI Visibility Scorecard
Notes On Liberty
notesonliberty.com · Education
Somewhat visible. AI bots can read Notes On Liberty, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 18 times
Perplexity · Meta AI · Amazon Alexa · Claude
#14,387 of 937,770 in Education for AI visibility
42
AI Naming Predictability
iRarely named · 42/100
Education average 14
Top 1% of Education
See what's behind this score →5
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5
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About Notes On Liberty
from our crawl and measurement
Notes On Liberty is one of the businesses we track in the Education space. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 12 times in our tracking, including GPTBot (ChatGPT), Meta AI and Applebot (Siri).
- Company ·
- Notes On Liberty
- Website ·
- notesonliberty.com
- Industry ·
- Education
- Location ·
- Austin, Texas
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Oct 24, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 5.2/10, Notes On Liberty has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Notes On Liberty
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/notesonliberty
Cite this score: Engagemii (2026). "AEO Score for Notes On Liberty." Retrieved from https://engagemii.com/aeo/brands/notesonliberty
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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