AI Visibility Scorecard
Living Systems Architecture
michaelfrerking.com · Education
Borderline visible. AI bots can crawl Living Systems Architecture, 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.
AI engines read this profile 6 times
Meta AI · Claude · Perplexity
#111,961 of 937,558 in Education for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 60% of Education companies
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Living Systems Architecture
from our crawl and measurement
Living Systems Architecture describes itself simply: "Living Systems' mission is to further the sustainability of life by addressing the design, construction and life cycle of our buildings for generations." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
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
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 4.2/10, Living Systems Architecture is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
So... How Do We Do It?
We Build With Poured Earth For as long as man has been around, he has used earth as a building material. Continuing the tradition through present day, modern earth builders have employed primarily the techniques of adobe block and rammed earth. Both processes, however, require large amounts of time, strenuous labor, and great expense. Today, the earth-building industry is witnessing a revolution.
Is this your brand?
The exact fixes for Living Systems Architecture
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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 Living Systems Architecture.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/michaelfrerking
Cite this score: Engagemii (2026). "AEO Score for Living Systems Architecture." Retrieved from https://engagemii.com/aeo/brands/michaelfrerking
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform