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AI Visibility Scorecard
MandyLyons
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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,124,517 of 2,821,955 in Technology for AI visibility
3.8
/10
AEO Score
About MandyLyons
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 3.8 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.8/10, MandyLyons is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MandyLyons
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
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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