AI Visibility Scorecard
mandylyons.com · Technology
Borderline visible. AI bots can crawl MandyLyons, 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 2 times
Claude
#2,242,048 of 2,706,132 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 20% of Technology companies
4
AEO Visibility
iNear-invisible · 3.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
MandyLyons describes itself simply: "Mandy is a qualified counselor and mentor specialising in the wellbeing and resilience in men. She has developed skills to increase the level of fulfillment in life, which in...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Under the hood there is structured data on the page (WebSite) and an llms.txt file for AI models and a sitemap, but the score is capped by what is missing: a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
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 3.5/10, MandyLyons is crawlable but under-signaled - fixable, and the signals above are where to start.
Are you ready to to improve the quality of your personal and professional life?
online mentoringYour first 15 minute mentoring session is FREE.Book NowContactEmail: [email protected]© 2020 Mandy Lyons Website by MILCO designNameEmailMessageThanks for submitting!Submitbottom of page
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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.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mandylyons
Cite this score: Engagemii (2026). "AEO Score for MandyLyons." Retrieved from https://engagemii.com/aeo/brands/mandylyons
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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