AI Visibility Scorecard
madLibbing
madlibbing.berkeley.edu · Education
Borderline visible. AI bots can crawl madLibbing, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#24,606 of 937,748 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 98% of Education
See what's behind this score →5
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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 →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
See what's behind this score →0
About madLibbing
from our crawl and measurement
"Doing so commits the logical fallacy known as tu quoque (Latin for you also), conventionally called whataboutism." That is how madLibbing Muddling Along in the Information Age introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
- Company ·
- madLibbing
- Website ·
- madlibbing.berkeley.edu
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 4, 2026
The 6 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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 4.7/10, madLibbing is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
We believe in free and open information, right?
25 February 201626 February 2016 Jeff MacKie-Mason 1 Comment Well… I hope so. I feel like I’ve finished the test flight on this blog — a few articles up, no major crises, a few interesting emails from readers. Time to turn on commenting. You can now comment on articles, and comment on comments. Please do. Constructively.
Do libraries need more shelving? Isn’t everything digital?
6 February 20168 February 2016 Jeff MacKie-Mason The University of California system, like many research libraries, relies heavily on high-density off-site shelving. We own and operate two facilities, one each in the north and the south of the state, which combined hold almost half of the combined physical collections of the library systems of all 10 UC campuses. And both facilities are almost full.
Is this your brand?
The exact fixes for madLibbing
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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 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/madlibbing-berkeley-edu
Cite this score: Engagemii (2026). "AEO Score for madLibbing." Retrieved from https://engagemii.com/aeo/brands/madlibbing-berkeley-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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