AI Visibility Scorecard
moolondon.com · Food & Beverage
Borderline visible. AI bots can crawl Moo London, 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 1 times
Claude
#1,219,678 of 1,391,774 in Food & Beverage for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Food & Beverage average 12
Top 16% of Food & Beverage
See what's behind this score →4
-
Network Authority
iNot connected yet
Food & Beverage average 0.0
0 relationships · Food & Beverage average 2
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Food & Beverage average 18
See what's behind this score →?
from our crawl and measurement
Home is a business whose own site puts it this way: "From the velvety Italian hot chocolate, triple-dipped in luxury melted chocolate, to the rich and detailed layers of handcrafted patisserie and cakes, perfection isn’t a goal but a feeling." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.5/10, Moo London is crawlable but under-signaled - fixable, and the signals above are where to start.
HOW IT’S MADE?
Moo London began not in a grand or glamorous setting, but in a humble kitchen where the scent of freshly ground coffee mingled with the laughter of passersby and the rhythm of London’s heart met. For five years, that bustling corner of the city became home, a place where passion and craftsmanship shaped every pastry, every chocolate, and every cup poured.
Is this your brand?
The exact fixes for Moo London
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/moolondon
Cite this score: Engagemii (2026). "AEO Score for Moo London." Retrieved from https://engagemii.com/aeo/brands/moolondon
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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