AI Visibility Scorecard
thecollabproject.org · Food & Beverage
Borderline visible. AI bots can crawl The Collaborative Project, 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 3 times
Meta AI · Claude
#1,182,368 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
The Collaborative Project describes itself simply: "There is widespread poverty and hunger, meaning many children are living without sufficient food, clothing and shelter." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Sitemaps and entity links AI can follow.
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.
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 3.5/10, The Collaborative Project is crawlable but under-signaled - fixable, and the signals above are where to start.
What is the challenge?
Children in Haiti are facing many challenges. There is widespread poverty and hunger, meaning many children are living without sufficient food, clothing and shelter. Healthcare facilities, if they are nearby, are often inadequate, underfunded, and inaccessible, a large range of common diseases means this causes quite a problem.
What can you do to help?
Our partners run Hope House Haiti, a school where most of the children that attend live in desperate poverty. This is a special place, a site we have personally visited. They are the only free school in Haiti, and despite local risks, the school has remained open. Orphans are taken in and at least 100 children are fed breakfast daily to ensure they can thrive and do well in school.
Is this your brand?
The exact fixes for The Collaborative Project
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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 October 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecollabproject-org
Cite this score: Engagemii (2026). "AEO Score for The Collaborative Project." Retrieved from https://engagemii.com/aeo/brands/thecollabproject-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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