AI Visibility Scorecard
LED
ledbymarjorie.com · Other
Somewhat visible. AI bots can read LED, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
6
AEO Visibility
iBorderline · 5.9/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About LED
from our crawl and measurement
LED describes itself simply: "J’ai créé LED - Learn English Differently - un projet qui vise à faire apprendre l’anglais différemment des cours traditionnels." Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
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 5.9/10, LED has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How can I help you?
Je vous accompagne dans un road trip qui vous reconnectera à l’anglais dans la joie et le respect de vos besoins. Le jeu, la créativité et des techniques de développement personnel seront vos meilleurs compagnons de route pour vous faire progresser sereinement et en confiance. Les différentes formules se font en présentiel à Bruxelles, Ottignies-Louvain-la-Neuve, Gembloux et Namur.
Pourquoi j'ai créé LED?
Je rencontre souvent des personnes qui affirment être nulles en anglais. Elles ont déjà suivi des cours traditionnels mais sans résultat concret et elles ont fini par perdre confiance en leurs capacités. Par le passé, la créativité m’a aidée à surmonter mes propres peurs et blocages. Elle m’a permis de ressentir beaucoup de joie et de libération.
Is this your brand?
The exact fixes for LED
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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledbymarjorie
Cite this score: Engagemii (2026). "AEO Score for LED." Retrieved from https://engagemii.com/aeo/brands/ledbymarjorie
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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