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AI Visibility Scorecard
Cake Stuff Limited
www.cake-stuff.com · E-commerce
Somewhat visible. AI bots can read Cake Stuff Limited, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#51,088 of 648,507 in E-commerce for AI visibility
6
/10
AEO Score
About Cake Stuff Limited
from our crawl and measurement
Cake Decorations, Cake Decorating, Sugarcraft Supplies, Cupcake Supplies, Cake Tins is a business whose own site puts it this way: "Cake Stuff is the UK’s top online store for cake decorating equipment and sugarcraft supplies with famously low prices and fast, friendly service." 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) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
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
3
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, Cake Stuff Limited has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cake Stuff Limited
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 Cake Stuff Limited.
Source & Attribution
Scored by Engagemii on August 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-cake-stuff
Cite this score: Engagemii (2026). "AEO Score for Cake Stuff Limited." Retrieved from https://engagemii.com/aeo/brands/www-cake-stuff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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