AI Visibility Scorecard
Notes From Punderground
notesfrompunderground.com · Education
Borderline visible. AI bots can crawl Notes From Punderground, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 4 times
Claude · Parallel
#617,419 of 937,744 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 71% of Education
See what's behind this score →3.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Notes From Punderground
from our crawl and measurement
Notes From Punderground is a business whose own site puts it this way: "I am neither a sick man nor a spiteful man, but I like puns." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Notes From Punderground
- Website ·
- notesfrompunderground.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Weak
No community discussion yet.
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 3.6/10, Notes From Punderground is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How important is it that art be good?
September 9, 2015 elikahn911 Comment I’ve been having a crisis of faith in the arts. For a while I thought this was because I’ve stopped believing that “art can change the world”, or that art is necessary for life, but that’s not really true. I think you can point to examples where a work of art really did change the way people talked about something, for good or for ill.
Political Polarization: Underrated?
June 9, 2015 elikahn91Leave a comment Maybe I’m just going to make all of my blogposts have deliberately provocative titles.
Is this your brand?
The exact fixes for Notes From Punderground
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/notesfrompunderground
Cite this score: Engagemii (2026). "AEO Score for Notes From Punderground." Retrieved from https://engagemii.com/aeo/brands/notesfrompunderground
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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