AI Visibility Scorecard
Fred Engh: Author & Youth Sports Advocate
fredenghauthor.com · Media & Entertainment
Borderline visible. AI bots can crawl Fred Engh: Author & Youth Sports Advocate, 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 5 times
Meta AI · Claude
#233,781 of 1,966,412 in Media & Entertainment for AI visibility
19
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Fred Engh: Author & Youth Sports Advocate
from our crawl and measurement
Fredenghauthor is a business whose own site puts it this way: "Discover Fred Engh, award-winning author of Why Johnny Hates Sports and founder of NAYS. Explore his books on idioms and his impact on youth sports worldwide." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
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 4.2/10, Fred Engh: Author & Youth Sports Advocate is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to Get the Most from Fred Engh's Books?
Whether you are a coach looking for practical advice, a parent seeking understanding, or a reader who loves a well-told story, Fred Engh's books offer something for everyone.
Is this your brand?
The exact fixes for Fred Engh: Author & Youth Sports Advocate
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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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredenghauthor
Cite this score: Engagemii (2026). "AEO Score for Fred Engh: Author & Youth Sports Advocate." Retrieved from https://engagemii.com/aeo/brands/fredenghauthor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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