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AI Visibility Scorecard
learningtodisagree.com · Education
Borderline visible. AI bots can crawl Learning to Disagree: The Surprising Path to Navigating Differences with Empathy and Respect, 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
#641,397 of 877,678 in Education for AI visibility
3.9
/10
AEO Score
from our crawl and measurement
"The surprising path to learning how to disagree in ways that build new bridges with our neighbors, coworkers, and loved ones." That is how Learning to Disagree: The Surprising Path to Navigating Differences with Empathy and Respect introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 3.9/10, Learning to Disagree: The Surprising Path to Navigating Differences with Empathy and Respect is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Learning to Disagree: The Surprising Path to Navigating Differences with Empathy and Respect
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learningtodisagree
Cite this score: Engagemii (2026). "AEO Score for Learning to Disagree: The Surprising Path to Navigating Differences with Empathy and Respect." Retrieved from https://engagemii.com/aeo/brands/learningtodisagree
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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