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AI Visibility Scorecard
Mandy Horvath
mandyhorvath.com · Nonprofits
Somewhat visible. AI bots can read Mandy Horvath, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#48,529 of 775,744 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6.1/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Mandy Horvath
from our crawl and measurement
"Mandy Horvath is an above knee amputee, writer, speaker, actress and mountaineer. She is also the first double amputee participant on Naked and Afraid." That is how Mandy Horvath introduces itself. Its AI visibility score is 6.1 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. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 6.1/10, Mandy Horvath has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Mandy Horvath
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mandyhorvath
Cite this score: Engagemii (2026). "AEO Score for Mandy Horvath." Retrieved from https://engagemii.com/aeo/brands/mandyhorvath
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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