AI Visibility Scorecard
Rottendorf Pharma
rottendorf.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Rottendorf Pharma, 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 6 times
Claude · Meta AI
#13,299 of 269,787 in Manufacturing & Industrial for AI visibility
4
5
AEO Visibility
iBorderline · 4.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Rottendorf Pharma
from our crawl and measurement
"Rottendorf Pharma is one of the leading contract developers and manufacturers (CDMO) and have been active for more than 95 years for the international pharmaceutical industry." That is how Rottendorf Pharma introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On its own pages the site does well on a clear heading structure and visible credibility markers. It is passable on a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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 ClaudeBot (Anthropic).
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
Good
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
Strong
Inbound links from other sites.
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 4.6/10, Rottendorf Pharma is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Rottendorf Pharma
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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/rottendorf
Cite this score: Engagemii (2026). "AEO Score for Rottendorf Pharma." Retrieved from https://engagemii.com/aeo/brands/rottendorf
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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