AI Visibility Scorecard
Tank and Libbys
tankandlibbys.com · Food & Beverage
Borderline visible. AI bots can crawl Tank and Libbys, 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 5 times
Meta AI · Claude
#73,533 of 1,392,539 in Food & Beverage for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 90% of Food & Beverage companies
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Tank and Libbys
from our crawl and measurement
Tank and Libbys is a business whose own site puts it this way: "Classic American dishes with a twist Order Online Get on the Waitlist Make Reservation Buy Gift Cards Weekly Specials our story Tank & Libby’s was born in 2018 out of a love of good." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 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).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 4.2/10, Tank and Libbys is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Tank and Libbys
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tankandlibbys
Cite this score: Engagemii (2026). "AEO Score for Tank and Libbys." Retrieved from https://engagemii.com/aeo/brands/tankandlibbys
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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