AI Visibility Scorecard
ECD Life Sciences
ecdls.com · Professional Services
Borderline visible. AI bots can crawl ECD Life Sciences, 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 3 times
Claude · Meta AI
#463,549 of 528,058 in Professional Services for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About ECD Life Sciences
from our crawl and measurement
"ECD Life Sciences (ECDLS) provides drug development consulting services for pharmaceutical and biotech companies, with expertise in drug development strategy and execution." That is how ECD Life Sciences introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
On its own pages the site does well on a clear heading structure, visible credibility markers and sitemaps and entity links AI can follow. What holds it back is structured data describing the business, a clearly stated business identity and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page there is only faint evidence that only a handful of 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.
The business dates to 2023.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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 3.5/10, ECD Life Sciences is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ECD Life Sciences
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ecdls
Cite this score: Engagemii (2026). "AEO Score for ECD Life Sciences." Retrieved from https://engagemii.com/aeo/brands/ecdls
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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