#160,852 OF 923,709 IN EDUCATION
SCORE HISTORY BEGINS 2026-07-09
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AI Visibility Scorecard
How Complex Systems Fail
complexsystems.fail · Education
Somewhat visible. AI bots can read How Complex Systems Fail, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#160,852 of 923,709 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About How Complex Systems Fail
from complexsystems.fail
How Complex Systems Fail (Being a Short Treatise on the Nature of Failure; How Failure is Evaluated; How Failure is Attributed to Proximate Cause; and the Resulting New Understanding of Patient Safety) Richard I.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
5
Press and news coverage.
Community
7
Forum and community discussion.
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 5.7/10, How Complex Systems Fail has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/complexsystems-fail
Cite this score: Engagemii (2026). "AEO Score for How Complex Systems Fail." Retrieved from https://engagemii.com/aeo/brands/complexsystems-fail
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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