AI Visibility Scorecard
Margaret
lemonadecoaching.com · Education
Borderline visible. AI bots can crawl Margaret, 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
#697,210 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Margaret
from our crawl and measurement
Margaret is one of the businesses we track in the Education space. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file 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
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
Strong
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 3.6/10, Margaret is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why work with me?
I spent more than 20 years working in academic research before becoming a professional coach and leadership development trainer. I understand research careers from the inside. The excitement of discovery, the pressure to produce results, the demands of supporting other people and the challenge of finding your own way as a leader.
Is this your brand?
The exact fixes for Margaret
Which AI engines already crawl you
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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 October 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lemonadecoaching
Cite this score: Engagemii (2026). "AEO Score for Margaret." Retrieved from https://engagemii.com/aeo/brands/lemonadecoaching
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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