AI Visibility Scorecard
babshobbs.com · Healthcare
Borderline visible. AI bots can crawl Bab's Hobbs Pharma Guide, 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 · ShapBot
#47,837 of 925,351 in Healthcare for AI visibility
20
AI Naming Predictability
iRarely named · 20/100
Healthcare average 11
Top 19% of Healthcare
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Healthcare average 3. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Healthcare average 18
See what's behind this score →0
from our crawl and measurement
Bab's Hobbs Pharma Guide describes itself simply: "Bab's Hobbs Pharma Guide gives clear drug facts, side‑effects, interactions and supplement tips. Get reliable info fast, whether you’re a patient or a pro." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places, missing in others.
Under the hood there is structured data on the page (CollectionPage, BreadcrumbList) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Bab's Hobbs Pharma Guide is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/babshobbs
Cite this score: Engagemii (2026). "AEO Score for Bab's Hobbs Pharma Guide." Retrieved from https://engagemii.com/aeo/brands/babshobbs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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