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AI Visibility Scorecard
Vibe Bio
vibebioanalytics.com · Technology
Borderline visible. AI bots can crawl Vibe Bio, 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
#1,434,439 of 2,832,205 in Technology for AI visibility
4.7
/10
AEO Score
About Vibe Bio
from our crawl and measurement
"Smarter drug decisions, powered by AI. Compete, accelerate, & find the best drug for your portfolio with Vibe Bio. Learn more: home page." That is how Vibe Bio introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
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
9
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 4.7/10, Vibe Bio is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vibe Bio
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/vibebioanalytics
Cite this score: Engagemii (2026). "AEO Score for Vibe Bio." Retrieved from https://engagemii.com/aeo/brands/vibebioanalytics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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