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AI Visibility Scorecard
The MedDev Book by Gennadi Saiko
themeddevbook.com · Healthcare
Borderline visible. AI bots can crawl The MedDev Book by Gennadi Saiko, 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
#638,072 of 726,469 in Healthcare for AI visibility
3.4
/10
AEO Score
About The MedDev Book by Gennadi Saiko
from our crawl and measurement
The MedDev Book by Gennadi Saiko describes itself simply: "The book "Bringing a Medical Device to the Market: a Scientist's Perspective" by Gennadi Saiko. The book is written by a MedDev entrepreneur for first-time MedTech entrepreneurs." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.4/10, The MedDev Book by Gennadi Saiko is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The MedDev Book by Gennadi Saiko
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/themeddevbook
Cite this score: Engagemii (2026). "AEO Score for The MedDev Book by Gennadi Saiko." Retrieved from https://engagemii.com/aeo/brands/themeddevbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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