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AI Visibility Scorecard
badfacts.substack.com · Legal
Somewhat visible. AI bots can read Bad Facts, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,097 of 339,033 in Legal for AI visibility
6.7
/10
AEO Score
from badfacts.substack.com
How does a movement win in court when the facts are against it? This is a newsletter about "trans rights" in the US from the 1960s to today. Click to read Bad Facts, by Glenna Goldis, a Substack publi
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6.7/10, Bad Facts has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Bad Facts
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/badfacts-substack
Cite this score: Engagemii (2026). "AEO Score for Bad Facts." Retrieved from https://engagemii.com/aeo/brands/badfacts-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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