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AI Visibility Scorecard
QED Pharmaceuticals Services
qedpharma.com · hospital & health care
Borderline visible. AI bots can crawl QED Pharmaceuticals Services, 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 2 times
ChatGPT
#2,208,835 of 2,808,083 in Technology for AI visibility
3.6
/10
AEO Score
About QED Pharmaceuticals Services
from our crawl and measurement
"QED's commitment to quality is evident from our quick turnaround of study startup, subject recruitment and retention in clinical trials." That is how QED Pharmaceuticals Services introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews, structured data describing the business, a clearly stated business identity and sitemaps and entity links AI can follow.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.6/10, QED Pharmaceuticals Services is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for QED Pharmaceuticals Services
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qedpharma
Cite this score: Engagemii (2026). "AEO Score for QED Pharmaceuticals Services." Retrieved from https://engagemii.com/aeo/brands/qedpharma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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