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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 2 times
Claude
#46,006 of 753,706 in Nonprofits for AI visibility
6.1
/10
AEO Score
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 6.1 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6.1/10, NFound Samaritan Project has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for NFound Samaritan Project
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
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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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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