AI Visibility Scorecard
Pharmaworks
pharmaworks.com · Manufacturing & Industrial
At 3/10, Pharmaworks is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 10 times
Claude · Meta AI · Apple Intelligence · Amazon Alexa
#20,394 of 268,439 in Manufacturing & Industrial for AI visibility
5
AI Naming Predictability
iRarely named · 5/100
More likely to be named than 95% of Manufacturing & Industrial companies
3
AEO Visibility
iNear-invisible · 3/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Pharmaworks
from our crawl and measurement
"Pharmaworks is the USA's leading pharmaceutical blister machine manufacturer. Innovation, flexibility, and dependability are at the core of all our blister packaging solutions." That is how Pharmaworks of Odessa, FL introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow.
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 business dates to 2001.
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 3/10, Pharmaworks is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pharmaworks
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/pharmaworks
Cite this score: Engagemii (2026). "AEO Score for Pharmaworks." Retrieved from https://engagemii.com/aeo/brands/pharmaworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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