AI Visibility Scorecard
fedkitchen.com · Food & Beverage
At 2.38/10, Fed Kitchen is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Content Structure, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 10% in Food & Beverage for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Food & Beverage average 12
Top 45% of Food & Beverage
See what's behind this score →2.38
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Food & Beverage average 18
See what's behind this score →0
from our crawl and measurement
Fed Kitchen describes itself simply: "At Fed Kitchen, we are known for our unexpected flavour combinations, grazing tables, attention to detail and bringing the wow factor back into your dining experience." When AI engines look at it, they find little to work with. It scores 2.38 out of 10.
On its own pages the site does well on a clearly stated business identity. It is passable on some structured data. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
There is not much on the page to read either, about 19 words.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.38/10, Fed Kitchen is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fedkitchen
Cite this score: Engagemii (2026). "AEO Score for Fed Kitchen." Retrieved from https://engagemii.com/aeo/brands/fedkitchen
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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