AI Visibility Scorecard
CDC Listening Project
cdcstories.com · Food & Beverage
Borderline visible. AI bots can crawl CDC Listening Project, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,219,644 of 1,391,710 in Food & Beverage for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Food & Beverage average 12
Top 80% of Food & Beverage
See what's behind this score →4
-
Network Authority
iNot connected yet
Food & Beverage average 0.0
0 relationships · Food & Beverage average 2
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Food & Beverage average 18
See what's behind this score →0
About CDC Listening Project
from our crawl and measurement
CDC Listening Project is a business whose own site puts it this way: "CDC Stories preserves the work, knowledge, and public health contributions of CDC staff affected by recent workforce reductions, making visible the people and expertise behind...." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
- Company ·
- CDC Listening Project
- Website ·
- cdcstories.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Jul 30, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
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 read your site and name it in answers. At 3.5/10, CDC Listening Project is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Were you affected by workforce reductions at CDC?
If you were RIFed, furloughed, or pushed into retirement since January 2025 and would like to share your experience, we invite you to share your story. Participate “They eliminated whole divisions dedicated to HIV and reproductive health, as well as my own division which addressed social determinants of health.
Is this your brand?
The exact fixes for CDC Listening Project
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on July 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdcstories
Cite this score: Engagemii (2026). "AEO Score for CDC Listening Project." Retrieved from https://engagemii.com/aeo/brands/cdcstories
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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