AI Visibility Scorecard
Class Gaps Poll: Online Appendix
classgaps.com · Education
Borderline visible. AI bots can crawl Class Gaps Poll: Online Appendix, 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 2 times
Claude
#697,014 of 937,560 in Education for AI visibility
8
AI Naming Predictability
iRarely named · 8/100
More likely to be named than 97% of Education companies
4
AEO Visibility
iNear-invisible · 3.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Class Gaps Poll: Online Appendix
from our crawl and measurement
Class Gaps Poll: Online Appendix describes itself simply: "Support percentages are survey-weighted and show support for the progressive stance on each question." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
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
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
Good
Press and news coverage.
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 3.6/10, Class Gaps Poll: Online Appendix is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Class Gaps Poll: Online Appendix
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/classgaps
Cite this score: Engagemii (2026). "AEO Score for Class Gaps Poll: Online Appendix." Retrieved from https://engagemii.com/aeo/brands/classgaps
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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