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AI Visibility Scorecard
Brand Factory Lab
· E-commerce
At 2.6/10, Brand Factory Lab is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#560,198 of 614,330 in E-commerce for AI visibility
2.6
/10
AEO Score
About Brand Factory Lab
from our crawl and measurement
Brand Factory Lab, based in Dover, DE, describes itself simply: "Brand Factory Lab designs, sources and sells consumer products under brands it owns, Vonkra cycling lights and Vitaholy supplements, across European marketplaces." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.6 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
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
7
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
0
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 2.6/10, Brand Factory Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Brand Factory Lab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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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/brandfactorylab
Cite this score: Engagemii (2026). "AEO Score for Brand Factory Lab." Retrieved from https://engagemii.com/aeo/brands/brandfactorylab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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