AI Visibility Scorecard
knowledgeillusion.blog · Education
Borderline visible. AI bots can crawl The Knowledge Illusion, 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 4 times
ChatGPT · Claude
#396,822 of 937,741 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 71% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
10
from our crawl and measurement
The Knowledge Illusion describes itself simply: "worrying about whether we are as smart as we think we are?." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page there is only faint evidence that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, The Knowledge Illusion is crawlable but under-signaled - fixable, and the signals above are where to start.
Who moved my brAIn? Is this the next self help best seller to get us ready for our AI future?
August 16, 2017 — Prof. Rose Luckin I’m pleased to report that my ankle is progressing well and I am now once again able to achieve my ‘misfit‘ challenge of 1000 activity points per day: clearly it is a good job I was only mildly curious. However, I want to be more than mildly curious when it come to my intellect, and I want to do this without injury.
AI is our future, but can we convince Frank?
August 14, 2017 — Prof. Rose Luckin As a child I was always frustrated by the phrase: “curiosity killed the cat”. This was a frequent retort when I was trying to understand how things worked. Well, I am not reporting any cat killing incidences here, but my curiosity about myself driven by my new ‘misfit’ may have been a primary factor in my newly sprained ankle!
More relevant than ever…Information plenty, but knowledge famine: are we succumbing to an illusion?
I am curious about knowledge, not in philosophical sense, but in a practical one. I worry about what it means to know something in a world that is increasingly complex, ill defined and interconnected: a world that demands that we develop, and that we ensure that our children develop, the knowledge capacity to solve the problems it manifests and those that we create.
We can radically redesign the 11 plus exam to make it fairer, so what is stopping us?
September 13, 2016 — Prof. Rose Luckin AI assessment systems could provide a fairer eleven plus selection, it could also start to address the vexed question of assessing potential rather than just current ability. We know that well designed AI systems that assess learning, are accurate in their assessment.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/knowledgeillusion-blog
Cite this score: Engagemii (2026). "AEO Score for The Knowledge Illusion." Retrieved from https://engagemii.com/aeo/brands/knowledgeillusion-blog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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