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 13 times
Claude · Meta AI · ShapBot · Apple Intelligence
#363,324 of 937,577 in Education for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 80% of Education companies
4
AEO Visibility
iBorderline · 4/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
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 4.0 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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Four Years Wasted is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Four Years Wasted
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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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Four Years Wasted lists 76 products, 75 in stock, priced 35.00 to 199.00.
Show all 76 products
- Old Ebbitt Grill · 50.00 · Print
- Colgate Rugby · 50.00 · Print
- RJ Bentley's (near University of Maryland) · 50.00 · Print
- Mugz's (near Fordham University) · 50.00 · Print
- Kollege Klub (near University of Wisconsin - Madison) · 50.00 · Print
- Mario's Fishbowl (near West Virginia University) · 50.00 · Print
- Top of the Stairs - TOTS - (at Virginia Tech) · 50.00 · Print
- Linebacker Lounge (Notre Dame) · 50.00 · Print
- Old's (Providence College) · 50.00 · Print
- Elmer's Place (near CCSU – Central Connecticut State University – New Britain, CT) · 50.00 · Print
- Cool Beans (near University of Tennessee – Knoxville, Tennessee) · 50.00 · Print
- Blue Goose (near Bates College – Lewiston, Maine) · 50.00 · Print
- Pavlov's (near University of South Carolina) – Watercolor Art Print · 50.00 · Print
- Tiger Town Tavern (near Clemson University) – Watercolor Art Print · 50.00 · Print
- Custom College Bar Print (Hand-Painted Watercolor) · 199.00 · Print
- Harry's Chocolate Shop (Purdue) · 50.00 · Print
- Stoney O'Brien's (Holy Cross) · 50.00 · Print
- McGuire's Lounge (Holy Cross) · 50.00 · Print
- Ted's Bar (Storrs, Connecticut) · 50.00 · Print
- Brick Street (Miami Ohio U.) · 50.00 · Print
- Kilroy's (Indiana U.) · 50.00 · Print
- University Cottage Club (Princeton) · 50.00 · Print
- Dapps (Siena College) · 195.00 · out of stock · Print
- Louie's Tavern (Providence College) · 195.00 · Print
- Four Years Wasted Digital Gift Card · 35.00 · Gift Cards
- Parker's Grille (Hobart) · 50.00 · Print
- The Heights (Columbia) · 50.00 · Print
- Sup Dog's - "Sup Crush" (ECU) · 50.00 · Print
- CJ's Pub (Notre Dame) · 50.00 · Print
- T's Pub (BU) · 50.00 · Print
- Fred's (LSU) · 50.00 · Print
- The Broadway Pub (Denison) · 50.00 · Print
- Bradley Cafe (Providence College) · 50.00 · Print
- Don's Rok (Hamilton) · 50.00 · Print
- The Beef & Brew (Hobart) · 50.00 · Print
- Zen West (Loyola MD) · 50.00 · Print
- The Ivy Inn (Princeton) · 50.00 · Print
- Whiskey Republic (Brown) · 50.00 · Print
- 901 Bar (USC) · 50.00 · Print
- Zelda's Newport (Salve Regina) · 50.00 · Print
- Dixie Chicken (Texas A&M) · 50.00 · Print
- The Library (Ole Miss) · 50.00 · Print
- Cornerstone Grill & Loft (Maryland) · 50.00 · Print
- Chimy's (Texas Tech) · 50.00 · Print
- Out-R-Inn (Ohio State) · 50.00 · Print
- Bombay Bicycle Club (Trinity - TX) · 50.00 · Print
- O'Malley's Bar & Grille (CofC) · 50.00 · Print
- Smokey Joe's (Penn) · 50.00 · Print
- Our House East (Northeastern) · 50.00 · Print
- Dutch Goose (Stanford) · 50.00 · Print
- Bull Run Tap House (Bucknell) · 50.00 · Print
- Milo Butterfingers (SMU) · 50.00 · Print
- Harpo's Bar & Grill (Mizzou) · 50.00 · Print
- The Boot (Tulane) · 50.00 · Print
- Hungry Chuck's (Syracuse) · 50.00 · Print
- The Virginian (UVA) · 50.00 · Print
- Toad's Place (Yale) · 50.00 · Print
- The Hoot Owl (St. Lawrence) · 50.00 · Print
- Kelly's Taproom (Villanova) · 50.00 · Print
- Old Stone Jug (Colgate) · 50.00 · Print
- The Tap Cafe (Trinity) · 50.00 · Print
- Shooters II Saloon (Duke) · 50.00 · Print
- Cain & Abel's (Texas) · 50.00 · Print
- He's Not Here (UNC) · 50.00 · Print
- Rick's American Cafe (Michigan) · 50.00 · Print
- Hong Kong Restaurant (Harvard) · 50.00 · Print
- Kam's (Illinois) · 50.00 · Print
- The Esso Club (Clemson) · 50.00 · Print
- Coupe DeVille's (UVA) · 50.00 · Print
- Gallettes (Alabama) · 50.00 · Print
- Pantana Bob's (UNC) · 50.00 · Print
- Fiddler's Green (Rollins) · 50.00 · Print
- The Seagrape Cafe (at Fairfield University) · 50.00 · Print
- Mary Ann's (BC) · 50.00 · Print
- The Tombs (Georgetown) · 50.00 · Print
- The Sink (Boulder) · 50.00 · Print
Machine-readable copy: the product feed (JSON).
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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