#1,839,242 OF 2,700,539 IN TECHNOLOGY
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AI Visibility Scorecard
AI and the "Cliff Clavin Problem
cliffclavinproblem.com · Technology
Borderline visible. AI bots can crawl AI and the "Cliff Clavin Problem, 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
#1,839,242 of 2,700,539 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
60
Muse Index Score
iAI agent readiness
Agent-ready · 60/100
4
AI Adoption
iBasic · 4/100
About AI and the "Cliff Clavin Problem
from our crawl and measurement
AI and the "Cliff Clavin Problem" describes itself simply: "On the TV show Cheers, Cliff Clavin was the character who worked very hard to say sophisticated sounding things but who most of the time was just making up." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (Article, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.9/10, AI and the "Cliff Clavin Problem is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for AI and the "Cliff Clavin Problem
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on September 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cliffclavinproblem
Cite this score: Engagemii (2026). "AEO Score for AI and the "Cliff Clavin Problem." Retrieved from https://engagemii.com/aeo/brands/cliffclavinproblem
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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