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AI Visibility Scorecard
Fat & Happy
fnhbev.com · Food & Beverage
Somewhat visible. AI bots can read Fat & Happy, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT · Apple Intelligence
#45,584 of 1,355,880 in Food & Beverage for AI visibility
6
/10
AEO Score
About Fat & Happy
from our crawl and measurement
Fat & Happy is a business whose own site puts it this way: "Discover Fat & Happy Beverages, your gateway to the world's finest. Based in Los Angeles, we curate and deliver exceptional wines, spirits, and specialty foods from around the globe to the." Its AI visibility score is 6.0 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 (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
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
9
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 6/10, Fat & Happy has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fat & Happy
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 Fat & Happy.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fnhbev
Cite this score: Engagemii (2026). "AEO Score for Fat & Happy." Retrieved from https://engagemii.com/aeo/brands/fnhbev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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