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AI Visibility Scorecard
Living Systems Architecture
michaelfrerking.com · Education
Somewhat visible. AI bots can read Living Systems Architecture, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#183,963 of 887,688 in Education for AI visibility
5.6
/10
AEO Score
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." Its AI visibility score is 5.6 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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
3
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
8
Inbound links from other sites.
Domain Authority
2
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
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 5.6/10, Living Systems Architecture has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Living Systems Architecture
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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 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.
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