AI Visibility Scorecard
17sog.substack.com · Nonprofits
Somewhat visible. AI bots can read The Constitutional Republic, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#57,582 of 826,079 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
?
AI Adoption
iNone detected · -/100
from 17sog.substack.com
Project Milk Carton brings clarity, compassion, and practical action to missing-children awareness, child welfare, and the public systems meant to protect children. Click to read Project Milk Carton,
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 5.9/10, The Constitutional Republic has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for The Constitutional Republic
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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 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/17sog-substack
Cite this score: Engagemii (2026). "AEO Score for The Constitutional Republic." Retrieved from https://engagemii.com/aeo/brands/17sog-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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