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AI Visibility Scorecard
The Completely True Story of John McCrusty
mccrusty.com · Food & Beverage
Borderline visible. AI bots can crawl The Completely True Story of John McCrusty, 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
#805,740 of 1,417,191 in Food & Beverage for AI visibility
4.1
/10
AEO Score
About The Completely True Story of John McCrusty
from our crawl and measurement
The Completely True Story of John McCrusty describes itself simply: "by Dave Kenney In our story, John (see photo at right) has been in the project management game for a very long time and has pretty much had his enthusiasm for working for a living kicked." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
1
Inbound links from other sites.
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 4.1/10, The Completely True Story of John McCrusty is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Completely True Story of John McCrusty
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mccrusty
Cite this score: Engagemii (2026). "AEO Score for The Completely True Story of John McCrusty." Retrieved from https://engagemii.com/aeo/brands/mccrusty
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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