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AI Visibility Scorecard
headandneckdata.com · Healthcare
Borderline visible. AI bots can crawl KEYNOTE, 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
#655,395 of 792,070 in Healthcare for AI visibility
3.6
/10
AEO Score
from our crawl and measurement
"KEYTRUDA is indicated for the treatment of adult patients with resectable locally advanced HNSCC whose tumors express PD-L1 [Combined Positive Score (CPS) ≥1] as determined by an." That is how KEYNOTE introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (ApprovedIndication, MedicalAudience, MedicalTrial) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
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.
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 3.6/10, KEYNOTE is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for KEYNOTE
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/headandneckdata
Cite this score: Engagemii (2026). "AEO Score for KEYNOTE." Retrieved from https://engagemii.com/aeo/brands/headandneckdata
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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