AI Visibility Scorecard
hdi-audit.com · Technology
Borderline visible. AI bots can crawl HDI Audit Platform, 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
#1,351,580 of 2,706,566 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"HDI is a 0, 100 score of how much a pharma or life-sciences operation depends on specific people and undocumented knowledge. Free 10-minute screening." That is how HDI Audit: Measure How Much Your Operation Depends on People introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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.
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 4.7/10, HDI Audit Platform is crawlable but under-signaled - fixable, and the signals above are where to start.
What does HDI measure?
Three layers of dependency, each scored 0–100 and combined with weights set for your sector: Coordination: how work moves between people. Approval chains, status meetings, hand-offs, and what happens when the responsible person is away. Control: how problems are detected and closed. Manual review, detection that relies on someone noticing, slow incident closure, errors nobody tracks.
What do you get from the free screening?
Your HDI score and band, the three layer scores, a heatmap of the processes you select, and a confidence score that says how firmly to hold the result. You also get your operational leak: the hours per month your organisation spends compensating for dependency, in hours and full-time equivalents. The screening gives no recommendations and no money figures.
What happens in the full audit?
An auditor runs a half-day workshop with your key operational people and scores every answer against fixed descriptions of what each level of dependency looks like in practice. Your screening answers are then compared with what the workshop shows, and the difference is itself a finding.
Who is it for?
Operations, quality and site leaders in cell & gene therapy, ATMP manufacturing, CDMOs, conventional pharma, clinical research and GDP-regulated (Good Distribution Practice) medical logistics. Also automation agencies that need a measurable diagnosis to sell before the build.
Is this your brand?
The exact fixes for HDI Audit Platform
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hdi-audit
Cite this score: Engagemii (2026). "AEO Score for HDI Audit Platform." Retrieved from https://engagemii.com/aeo/brands/hdi-audit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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