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AI Visibility Scorecard
bubbe by Group B Labs
groupblabs.com · Healthcare
Borderline visible. AI bots can crawl bubbe by Group B Labs, 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
#386,373 of 781,866 in Healthcare for AI visibility
4.8
/10
AEO Score
About bubbe by Group B Labs
from our crawl and measurement
bubbe, based in Seattle, WA, describes itself simply: "bubbe, the world's most advanced baby bottle, keeps breast milk or formula cold for hours and at the push of a button, warms it to a perfect feeding temperature within 2 minutes without." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
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
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 4.8/10, bubbe by Group B Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for bubbe by Group B Labs
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 bubbe by Group B Labs.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/groupblabs
Cite this score: Engagemii (2026). "AEO Score for bubbe by Group B Labs." Retrieved from https://engagemii.com/aeo/brands/groupblabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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