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AI Visibility Scorecard
Hahn's Old Fashioned Cake Company
crumbcake.net · Media & Entertainment
Somewhat visible. AI bots can read Hahn's Old Fashioned Cake Company, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · ChatGPT
#166,046 of 1,922,792 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Hahn's Old Fashioned Cake Company
from our crawl and measurement
"At Hahn's old fashioned cake company, we are committed to delivering the best quality crumb cakes to make any event even more special. Order today!!." That is how Hahn's Old Fashioned Cake Company introduces itself. 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 (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
9
Inbound links from other sites.
Domain Authority
1
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
1
Social discussion and mentions.
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, Hahn's Old Fashioned Cake Company has a working base to build on - 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
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/crumbcake-net
Cite this score: Engagemii (2026). "AEO Score for Hahn's Old Fashioned Cake Company." Retrieved from https://engagemii.com/aeo/brands/crumbcake-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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