AI Visibility Scorecard
Icing on the Cake
icingonthecake.com · Food & Beverage
Borderline visible. AI bots can crawl Icing on the Cake, 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
#721,654 of 1,393,867 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Icing on the Cake
from our crawl and measurement
Icing on the Cake Los Gatos: Home, based in Los Gatos, CA, describes itself simply: "Icing on the Cake - classic American scratch-made cakes, cupcakes, cookies, brownies & bars, pies, and wedding cakes. Home and party goods, too. Located in Los Gatos, California." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4.3/10, Icing on the Cake is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Icing on the Cake
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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.
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/icingonthecake
Cite this score: Engagemii (2026). "AEO Score for Icing on the Cake." Retrieved from https://engagemii.com/aeo/brands/icingonthecake
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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