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AI Visibility Scorecard
Good Cake Day
goodcakeday.com · E-commerce
Borderline visible. AI bots can crawl Good Cake Day, 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
#293,806 of 690,410 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
About Good Cake Day
from our crawl and measurement
Luxury Birthday cakes, Wedding Cakes and Brownies Delivered London Good Cake Day is a business whose own site puts it this way: "Valentine's Day Cupcake Decorating Workshop | Battersea, London Celebrate love this Valentine's Day with a truly sweet experience." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (Organization, ProductGroup), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.6/10, Good Cake Day is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 Good Cake Day.
Source & Attribution
Scored by Engagemii on September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/goodcakeday
Cite this score: Engagemii (2026). "AEO Score for Good Cake Day." Retrieved from https://engagemii.com/aeo/brands/goodcakeday
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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