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AI Visibility Scorecard
Vanadium BioLabs
vanadiumbiolabs.com · Healthcare
Borderline visible. AI bots can crawl Vanadium BioLabs, 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.
AI engines read this profile 1 times
Apple Intelligence
#454,611 of 737,507 in Healthcare for AI visibility
4.4
/10
AEO Score
About Vanadium BioLabs
from our crawl and measurement
Vanadium BioLabs, based in New York, NY, describes itself simply: "Independent analytical testing laboratory issuing COAs for therapeutic peptides. Services include LC-MS identity confirmation, HPLC purity profiling, endotoxin testing, sterility testing." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (Organization) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
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
1
Inbound links from other sites.
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 4.4/10, Vanadium BioLabs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Vanadium BioLabs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Vanadium BioLabs.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vanadiumbiolabs
Cite this score: Engagemii (2026). "AEO Score for Vanadium BioLabs." Retrieved from https://engagemii.com/aeo/brands/vanadiumbiolabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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