AI Visibility Scorecard
A-Z Handbook on Teaching Programming
csa2z.com · Education
Borderline visible. AI bots can crawl A-Z Handbook on Teaching Programming, 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 1 times
Claude
#697,473 of 936,248 in Education for AI visibility
4
AEO Visibility
iBorderline · 4/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About A-Z Handbook on Teaching Programming
from our crawl and measurement
"A computer scientist and learning scientist by training, she has been immersed in K-12 computer science education for over two decades across three." That is how A-Z Handbook on Teaching Programming introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (EducationalOrganization, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Weak
No inbound links found yet.
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 4/10, A-Z Handbook on Teaching Programming is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for A-Z Handbook on Teaching Programming
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Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/csa2z
Cite this score: Engagemii (2026). "AEO Score for A-Z Handbook on Teaching Programming." Retrieved from https://engagemii.com/aeo/brands/csa2z
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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