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AI Visibility Scorecard

Uncle Bobbie's

Uncle Bobbie's

Unclaimed

unclebobbies.com · Food & Beverage

Somewhat visible. AI bots can read Uncle Bobbie's, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#6,830 of 1,316,884 in Food & Beverage for AI visibility

6.5

/10

AEO Score

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About Uncle Bobbie's

from our crawl and measurement

Uncle Bobbie's, based in Philadelphia, PA, describes itself simply: "Uncle Bobbie's is an indepedent and Black-owned Coffee Shop and Bookstore located in the heart of the Germantown section of Philadelphia. Cool People. Dope Books. Great Coffee." Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

1

Press and news coverage.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 6.5/10, Uncle Bobbie's has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Uncle Bobbie's

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Uncle Bobbie's: Food & Beverage

Your Ingredient Label Has a Story. Is Anyone Telling It?

Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/unclebobbies

Cite this score: Engagemii (2026). "AEO Score for Uncle Bobbie's." Retrieved from https://engagemii.com/aeo/brands/unclebobbies

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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