AI Visibility Scorecard
NFound Samaritan Project
nfound.org · Nonprofits
Somewhat visible. AI bots can read NFound Samaritan Project, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Claude
#57,631 of 826,746 in Nonprofits for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About NFound Samaritan Project
from our crawl and measurement
NFound Samaritan Project is a business whose own site puts it this way: "NFound is a real-time lost and found app with QR and NFC tags, helping reunite Missing People and Lost Pets Faster using community alerts." Its AI visibility score is 5.9 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 5.9/10, NFound Samaritan Project 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nfound-org
Cite this score: Engagemii (2026). "AEO Score for NFound Samaritan Project." Retrieved from https://engagemii.com/aeo/brands/nfound-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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