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AI Visibility Scorecard
National Breast Cancer Foundation
nbcf.com · Nonprofits
Somewhat visible. AI bots can read National Breast Cancer Foundation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#139,777 of 770,782 in Nonprofits for AI visibility
5.6
/10
AEO Score
About National Breast Cancer Foundation
from our crawl and measurement
"We provide help and inspire hope to those affected by breast cancer through early detection, education, and support services." That is how National Breast Cancer Foundation of Frisco, TX introduces itself. Its AI visibility score is 5.5 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 (SiteNavigationElement, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.6/10, National Breast Cancer Foundation 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
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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nbcf
Cite this score: Engagemii (2026). "AEO Score for National Breast Cancer Foundation." Retrieved from https://engagemii.com/aeo/brands/nbcf
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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