AI Visibility Scorecard
Eggshells
eggshells.blog · Media & Entertainment
Borderline visible. AI bots can crawl Eggshells, 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
#1,517,850 of 1,966,161 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
About Eggshells
from our crawl and measurement
Eggshells is a business whose own site puts it this way: "Eggshells In defense of free thought, free speech, free movement, and free minds, since 2012." When AI engines look at it, they find little to work with. It scores 3.7 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.
The 6 signals AI reads
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
Good
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.
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 3.7/10, Eggshells is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Eggshells?
It's a riff on a childhood nickname. When I was little, I couldn't pronounce my name: Adrian came out as "Egg-rin." Hence, Egg. Eggshells are the posts, the little pieces of me that I choose to share here.
Is this your brand?
The exact fixes for Eggshells
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Eggshells.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/eggshells-blog
Cite this score: Engagemii (2026). "AEO Score for Eggshells." Retrieved from https://engagemii.com/aeo/brands/eggshells-blog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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