AI Visibility Scorecard
nfib.com · Membership Organizations
Somewhat visible. AI bots can read NFIB - NFIB Small Business Association, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 31 times
Meta AI · ChatGPT · Perplexity · Apple Intelligence
#258 of 93,688 in Membership Organizations for AI visibility
72
AI Naming Predictability
iAI names companies like this often · 72/100
Top 1% of Membership Organizations
6
AEO Visibility
iBorderline · 5.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
from our crawl and measurement
"NFIB is the voice of small business, advocating on behalf of America’s small and independent business owners, both in Washington, D.C. and each state capital." That is how NFIB 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.
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.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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
Weak
Not in AI knowledge graphs yet.
News & Press
Good
Press and news coverage.
Community
Good
Forum and community discussion.
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 5.5/10, NFIB - NFIB Small Business Association has a working base to build on - fixable, and the signals above are where to start.
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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 July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/nfib
Cite this score: Engagemii (2026). "AEO Score for NFIB - NFIB Small Business Association." Retrieved from https://engagemii.com/aeo/brands/nfib
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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