AI Visibility Scorecard
leonot.com · Education
Borderline visible. AI bots can crawl leo.notenboom.org, 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 11 times
Apple Intelligence · Meta AI · Claude · ShapBot
#377,987 of 937,492 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
"Leo Notenboom has been in the tech industry for nearly 30 years. After retiring from an 18 year career as a Microsoft software engineer Leo went on to create Ask Leo!, a free web site where." That is how leo.notenboom.org introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.9/10, leo.notenboom.org is crawlable but under-signaled - fixable, and the signals above are where to start.
Understanding the Opposition Is Betrayal?
January 31, 2026January 28, 2026 The elephant in the room. (Image: Gemini) I’m cursed. I’m cursed with an apparently above-average ability to see both sides of most arguments. Or opposing viewpoints. Or alternative perspectives and explanations. And yes, it’s a curse. Read more
Is this your brand?
The exact fixes for leo.notenboom.org
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for leo.notenboom.org.
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leonot
Cite this score: Engagemii (2026). "AEO Score for leo.notenboom.org." Retrieved from https://engagemii.com/aeo/brands/leonot
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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