AI Visibility Scorecard
CLIA Lab Citations
clialabcitations.com · Technology
Somewhat visible. AI bots can read CLIA Lab Citations, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Apple Intelligence · Claude · Perplexity
#323,776 of 2,707,329 in Technology for AI visibility
37
AI Naming Predictability
iSometimes named · 37/100
6
AEO Visibility
iBorderline · 5.6/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
0
AI Adoption
iNone detected · 0/100
About CLIA Lab Citations
from our crawl and measurement
CLIA Lab Citations describes itself simply: "Searchable U.S. CLIA survey and CMS-2567 laboratory deficiency citations, D-tags, proficiency testing and QC findings, instruments, maps, and per-facility pages derived from CMS public." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
On the page, the fundamentals are in place: structured data on the page (WebSite, Organization, WebPage), an llms.txt file for AI models, a sitemap.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.6/10, CLIA Lab Citations has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CLIA Lab Citations
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clialabcitations
Cite this score: Engagemii (2026). "AEO Score for CLIA Lab Citations." Retrieved from https://engagemii.com/aeo/brands/clialabcitations
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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