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AI Visibility Scorecard
Chicken Math at Work — A Business Book by Shawna Cole
chickenmathatwork.com · Nonprofits
Borderline visible. AI bots can crawl Chicken Math at Work — A Business Book by Shawna Cole, 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
#378,767 of 750,773 in Nonprofits for AI visibility
4.7
/10
AEO Score
About Chicken Math at Work — A Business Book by Shawna Cole
from our crawl and measurement
"Change multiplies at work, just like chickens. Chicken Math at Work by Shawna Cole is a practical business book on how to assess, plan for, and lead change. Coming soon." That is how Chicken Math at Work — A Business Book by Shawna Cole introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
The site does the on-page work well, with structured data on the page (WebSite, Person, Organization), an llms.txt file for AI models, a sitemap.
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
6
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
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
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 4.7/10, Chicken Math at Work — A Business Book by Shawna Cole is crawlable but under-signaled - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chickenmathatwork
Cite this score: Engagemii (2026). "AEO Score for Chicken Math at Work — A Business Book by Shawna Cole." Retrieved from https://engagemii.com/aeo/brands/chickenmathatwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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