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AI Visibility Scorecard
Novartis
constellationpharma.com · Healthcare
Somewhat visible. AI bots can read Novartis, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#17,629 of 781,636 in Healthcare for AI visibility
6.4
/10
AEO Score
About Novartis
from our crawl and measurement
Novartis describes itself simply: "For more than 250 years, and 30 years as Novartis, we’ve pursued scientific breakthroughs for one purpose: people." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (ImageObject, Organization, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 6.4/10, Novartis has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Novartis
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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constellationpharma
Cite this score: Engagemii (2026). "AEO Score for Novartis." Retrieved from https://engagemii.com/aeo/brands/constellationpharma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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