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AI Visibility Scorecard
Four Years Wasted
fouryearswasted.com · Education
Borderline visible. AI bots can crawl Four Years Wasted, 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 3 times
Claude · Apple Intelligence
#370,373 of 876,558 in Education for AI visibility
5
/10
AEO Score
About Four Years Wasted
from our crawl and measurement
Four Years Wasted describes itself simply: "Four Years Wasted is on a mission to illustrate all of your favorite college bars. We hope our signature art prints remind you of good times with great people at legendary places." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 5/10, Four Years Wasted is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Four Years Wasted
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Four Years Wasted.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fouryearswasted
Cite this score: Engagemii (2026). "AEO Score for Four Years Wasted." Retrieved from https://engagemii.com/aeo/brands/fouryearswasted
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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