AI Visibility Scorecard
teachingfrontier.com · Healthcare
Borderline visible. AI bots can crawl Teaching Frontier • Free Medical Education, 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 1 times
Claude
#347,454 of 923,115 in Healthcare for AI visibility
5
AEO Visibility
iBorderline · 5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Teaching Frontier • Free Medical Education describes itself simply: "Teaching Frontier offers free, high-yield medical videos, lesson decks, and live sessions for students and clinicians. No paywalls, no ads." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Under the hood there is structured data on the page (WebSite, Organization, FAQPage) and a readable heading structure and substantial page content, but the score is capped by what is missing: an llms.txt file, a sitemap.
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5/10, Teaching Frontier • Free Medical Education is crawlable but under-signaled - fixable, and the signals above are where to start.
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/teachingfrontier
Cite this score: Engagemii (2026). "AEO Score for Teaching Frontier • Free Medical Education." Retrieved from https://engagemii.com/aeo/brands/teachingfrontier
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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