AI Visibility Scorecard
Evolution Home Page
evolution-textbook.org · Education
Borderline visible. AI bots can crawl Evolution Home Page, 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 4 times
Claude · Meta AI
#377,984 of 937,433 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Evolution Home Page
from our crawl and measurement
"Search Request an Exam Copy of Evolution BOOK COVER CLICK TO ENLARGE Buy the Book Register at our site www.cshlpress.com to join our Discount Program and receive 10% discounts on all." That is how Evolution Home Page of Cold Spring Harbor, NY introduces itself. When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Fair
Established authority for your domain.
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 4.9/10, Evolution Home Page is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Evolution Home Page
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evolution-textbook-org
Cite this score: Engagemii (2026). "AEO Score for Evolution Home Page." Retrieved from https://engagemii.com/aeo/brands/evolution-textbook-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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