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AI Visibility Scorecard
B12 Source - A compilation of the most trusted B12 vendors decided by you!
b12source.com · Health & Wellness
Borderline visible. AI bots can crawl B12 Source - A compilation of the most trusted B12 vendors decided by you!, 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
#296,898 of 435,681 in Health & Wellness for AI visibility
4
/10
AEO Score
About B12 Source - A compilation of the most trusted B12 vendors decided by you!
from our crawl and measurement
"A compilation of the most trusted B12 vendors decided by you!." That is how B12 Source introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 4/10, B12 Source - A compilation of the most trusted B12 vendors decided by you! is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for B12 Source - A compilation of the most trusted B12 vendors decided by you!
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/b12source
Cite this score: Engagemii (2026). "AEO Score for B12 Source - A compilation of the most trusted B12 vendors decided by you!." Retrieved from https://engagemii.com/aeo/brands/b12source
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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