AI Visibility Scorecard
medmobile.org · Healthcare
Borderline visible. AI bots can crawl Med Mobile LLC — Mobile DOT Physicals in NEPA, 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 5 times
Meta AI · Claude
#241,528 of 925,249 in Healthcare for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Healthcare average 11
Top 19% of Healthcare
See what's behind this score →4
-
Network Authority
iNot connected yet
Healthcare average 0.0
0 relationships · Healthcare average 3
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Healthcare average 18
See what's behind this score →0
from our crawl and measurement
Med Mobile LLC Mobile DOT Physicals in NEPA, based in Peckville, PA, describes itself simply: "Mobile occupational health serving Northeastern Pennsylvania. DOT physicals, drug & alcohol testing, lab work, fit testing, audiology, and CPR/AED training." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (MedicalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a healthcare business.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Fair
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 4/10, Med Mobile LLC — Mobile DOT Physicals in NEPA 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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/medmobile-org
Cite this score: Engagemii (2026). "AEO Score for Med Mobile LLC — Mobile DOT Physicals in NEPA." Retrieved from https://engagemii.com/aeo/brands/medmobile-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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