AI Visibility Scorecard
Embracing Disruption
embracingdisruption.com · Education
Borderline visible. AI bots can crawl Embracing 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.
AI engines read this profile 9 times
Apple Intelligence · Claude · Meta AI · Perplexity
#363,314 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 · 4/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Embracing Disruption
from our crawl and measurement
Embracing Disruption is a business whose own site puts it this way: "Embracing Disruption with John McElligott, America's first Frontier Futurist, keynotes and insight on AI, robotics, and leading through relentless change." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Good
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 4/10, Embracing Disruption is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is John?
John isn't just a talker, he's a doer. Leading several technology companies, founding a licensed college and holding several patents, John has developed everything from curriculum, to robotics and AI as well as helped launch multiple initiatives across the country and raised over $40 million to do it. John brings a unique perspective to every aspect of our companies and communities.
Is this your brand?
The exact fixes for Embracing Disruption
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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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/embracingdisruption
Cite this score: Engagemii (2026). "AEO Score for Embracing Disruption." Retrieved from https://engagemii.com/aeo/brands/embracingdisruption
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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