AI Visibility Scorecard
Prescribed Vials
prescribedvials.com · Technology
Borderline visible. AI bots can crawl Prescribed Vials, 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 8 times
Meta AI · Claude
#1,463,650 of 2,704,064 in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Technology average 17
See what's behind this score →6
About Prescribed Vials
from our crawl and measurement
Prescribed Vials is a Lawrenceville, GA business whose own site puts it this way: "Prescribed Vials is a peptide sourcing and research guide. We cover four topics: how to check purity, how to read a COA, how to store a peptide, and how to vet a supplier." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (Organization, Person, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
- Company ·
- Prescribed Vials
- Website ·
- prescribedvials.com
- Industry ·
- Technology
- Location ·
- Lawrenceville, GA
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.9/10, Prescribed Vials is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Prescribed Vials
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/prescribedvials
Cite this score: Engagemii (2026). "AEO Score for Prescribed Vials." Retrieved from https://engagemii.com/aeo/brands/prescribedvials
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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