▼ 1.1 since Jul 2026
#672,535 OF 932,312 IN EDUCATION
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AI Visibility Scorecard
Leslie Noggle
leslienoggle.com · Education
Borderline visible. AI bots can crawl Leslie Noggle, 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 1 times
Claude
#672,535 of 932,312 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Leslie Noggle
from our crawl and measurement
"Leslie Nogglemusings of an instructional designerOct 11Hello world!." That is how Leslie Noggle introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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.
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 3.9/10, Leslie Noggle is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Feedly or Bloglovin’?
Jun 28 Follow my blog with Bloglovin Well, for as long as I tried to deny it would actually happen- Google Reader really is going away. In fact, after this weekend, it’s gone for good! There are tons of blog posts out there offering suggestions for replacement RSS Readers, and after trying out a couple options I’ve narrowed it down to two I like.
Is this your brand?
The exact fixes for Leslie Noggle
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Leslie Noggle.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leslienoggle
Cite this score: Engagemii (2026). "AEO Score for Leslie Noggle." Retrieved from https://engagemii.com/aeo/brands/leslienoggle
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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