AI Visibility Scorecard
Médecins Sans Frontières (MSF) International
msf.org · Nonprofits
Somewhat visible. AI bots can read Médecins Sans Frontières (MSF) International, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#21,507 of 826,080 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Médecins Sans Frontières (MSF) International
from our crawl and measurement
Médecins Sans Frontières (MSF) International is a Geneva business whose own site puts it this way: "MSF is an international, independent organisation. We provide medical assistance to people affected by conflict, epidemics, disasters, or exclusion from healthcare." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Fair
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
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
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 6.3/10, Médecins Sans Frontières (MSF) International has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What's it like to work with MSF?
We rely on a strong network of professionals to deliver life-saving medical aid. Each year, thousands of international and locally-hired staff work together around the globe to provide lifesaving medical assistance to people who would otherwise be denied access to healthcare.
Is this your brand?
The exact fixes for Médecins Sans Frontières (MSF) International
Which AI engines already crawl you
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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/msf-org
Cite this score: Engagemii (2026). "AEO Score for Médecins Sans Frontières (MSF) International." Retrieved from https://engagemii.com/aeo/brands/msf-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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