AI Visibility Scorecard
ngsspractices.com · Education
At 2.52/10, Scientific Inquiry Book is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Meta AI · Claude
Top 50% in Education for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →2.52
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Education average 13
See what's behind this score →0
from ngsspractices.com
The Research Investigation Process (RIP ®) naturally integrates the 4 STEM content areas (science, technology, engineering & mathematics) within each investigation.
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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.52/10, Scientific Inquiry Book is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Chapter 10: Should I Keep My Lucky Socks?
For a team of middle school teachers, letting go of the control in the classroom was the biggest challenge of engaging students in scientific practices. "I was amazed! Never again will I doubt my student’s abilities to think at a higher level when given the opportunity." "We had to trust that our students were going to learn. And learn they did! They learned how to work together to get the information they needed.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ngsspractices
Cite this score: Engagemii (2026). "AEO Score for Scientific Inquiry Book." Retrieved from https://engagemii.com/aeo/brands/ngsspractices
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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