AI Visibility Scorecard
GMP Readiness
gmpreadiness.com · Technology
Borderline visible. AI bots can crawl GMP Readiness, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,222,831 of 2,707,521 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
17
AI Adoption
iBasic · 17/100
About GMP Readiness
from our crawl and measurement
"Score your AI/ML systems against draft EU GMP Annex 22 in 10 minutes. Free, no account, runs in your browser. Weighted gap report for QA and CSV leads." That is how Annex 22 Readiness Assessment for Pharma QA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (WebSite, Organization), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 4.8/10, GMP Readiness is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Every technology shift forces quality to answer the same question: where has the control moved?
Draft Annex 22 does not replace established GMP principles. It relocates where those principles are exercised. Controls that once rested on deterministic software and one-time validation now depend increasingly on intended use, continuous oversight and documented human verification. The control never disappears. It moves. Every piece on this site explores one of these shifts.
Is this your brand?
The exact fixes for GMP Readiness
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for GMP Readiness.
Source & Attribution
Scored by Engagemii on October 6, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gmpreadiness
Cite this score: Engagemii (2026). "AEO Score for GMP Readiness." Retrieved from https://engagemii.com/aeo/brands/gmpreadiness
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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