AI Visibility Scorecard
Toward Reconstitution
projectreconstitution.com · Nonprofits
Borderline visible. AI bots can crawl Toward Reconstitution, 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 1 times
Claude
#605,737 of 825,895 in Nonprofits for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Toward Reconstitution
from our crawl and measurement
Toward Reconstitution describes itself simply: "A civic framework by Melissa Cosgrove reimagining the American Constitution around care, relation, and responsibility. Explore a vision for democratic repair grounded in...." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Under the hood there is structured data on the page (WebSite) and a readable heading structure and substantial page content, but the score is capped by what is missing: 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
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
Weak
No press coverage found yet.
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 3.9/10, Toward Reconstitution is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What does this framework propose?
A constitutional reorientation around three principles:Relation as foundation — not property or independence, but interdependence as the condition of all political life.Restorative rupture as method — ten principles for care-tethered transformation when institutions refuse accountability.Care-based alternatives — demonstrated across governance, economy, family, education, environment, and health.
Is this your brand?
The exact fixes for Toward Reconstitution
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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/projectreconstitution
Cite this score: Engagemii (2026). "AEO Score for Toward Reconstitution." Retrieved from https://engagemii.com/aeo/brands/projectreconstitution
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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