AI Visibility Scorecard
Harry Hungry
harryhungry.com · Food & Beverage
Somewhat visible. AI bots can read Harry Hungry, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#207,751 of 1,393,867 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
About Harry Hungry
from our crawl and measurement
Harry Hungry describes itself simply: "Harry Hungry is an independent restaurant guide. We read the reviews, compare the critics and remove the obvious nonsense." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
The site does the on-page work well, with structured data on the page (Organization, Person, MobileApplication), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Weak
No inbound links found yet.
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 5.3/10, Harry Hungry has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Harry Hungry
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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/harryhungry
Cite this score: Engagemii (2026). "AEO Score for Harry Hungry." Retrieved from https://engagemii.com/aeo/brands/harryhungry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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