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AI Visibility Scorecard
Pharmaceutical Preparations, Excipients, Formulation
formulationbio.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Pharmaceutical Preparations, Excipients, Formulation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#2,062 of 228,753 in Manufacturing & Industrial for AI visibility
6.5
/10
AEO Score
About Pharmaceutical Preparations, Excipients, Formulation
from our crawl and measurement
"CD Formulation provides formulation development, analytical, drug packaging and pharmaceutical excipient solutions for pharmaceutical and biotechnology industries." That is how Pharmaceutical Preparations, Excipients, Formulation introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
3
Reddit mentions and discussion.
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 6.5/10, Pharmaceutical Preparations, Excipients, Formulation has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pharmaceutical Preparations, Excipients, Formulation
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/formulationbio
Cite this score: Engagemii (2026). "AEO Score for Pharmaceutical Preparations, Excipients, Formulation." Retrieved from https://engagemii.com/aeo/brands/formulationbio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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