AI Visibility Scorecard
grumpycook.co.uk · Food & Beverage
Borderline visible. AI bots can crawl The Grumpy Cook, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,154,737 of 1,393,482 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"A welcoming café in the heart of Hastings, serving good-value food while giving a helping hand to people across our community." That is how The Grumpy Cook introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.3/10, The Grumpy Cook is crawlable but under-signaled - fixable, and the signals above are where to start.
WHAT DO YOU NEED TODAY?
Everything important, without hunting through the website. EAT Breakfast & lunch See what we’re serving and our good-value café offers.
Is this your brand?
The exact fixes for The Grumpy Cook
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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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Scored by Engagemii on September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpycook-co-uk
Cite this score: Engagemii (2026). "AEO Score for The Grumpy Cook." Retrieved from https://engagemii.com/aeo/brands/grumpycook-co-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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