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AI Visibility Scorecard
Derailing For Dummies
derailingfordummies.com · Media & Entertainment
Somewhat visible. AI bots can read Derailing For Dummies, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#248,165 of 1,912,104 in Media & Entertainment for AI visibility
5.8
/10
AEO Score
About Derailing For Dummies
from our crawl and measurement
Derailing For Dummies is a business whose own site puts it this way: "Learn how to marginalize people in various types of conversations with this step by step guide full of example phrases and responses." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
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.
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 5.8/10, Derailing For Dummies has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/derailingfordummies
Cite this score: Engagemii (2026). "AEO Score for Derailing For Dummies." Retrieved from https://engagemii.com/aeo/brands/derailingfordummies
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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