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AI Visibility Scorecard
The 4 Laws of Disruption
4lawsofdisruption.com · E-commerce
Borderline visible. AI bots can crawl The 4 Laws of Disruption, 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
#377,975 of 627,487 in E-commerce for AI visibility
4.1
/10
AEO Score
About The 4 Laws of Disruption
from our crawl and measurement
"A framework for personal liberation and radical transformation. The 4 Laws of Disruption helps readers identify inherited scripts, challenge limiting beliefs, and commit to the...." That is how The 4 Laws of Disruption introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
The site does the on-page work well, with structured data on the page (Book, Person, FAQPage), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
0
No inbound links found yet.
Domain Authority
0
Little domain authority yet.
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 4.1/10, The 4 Laws of Disruption is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The 4 Laws of Disruption
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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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/4lawsofdisruption
Cite this score: Engagemii (2026). "AEO Score for The 4 Laws of Disruption." Retrieved from https://engagemii.com/aeo/brands/4lawsofdisruption
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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