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AI Visibility Scorecard
Madrigal
madrigalpharma.com · Healthcare
Somewhat visible. AI bots can read Madrigal, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 43 times
Meta AI · Claude · Amazon Alexa · Apple Intelligence
#5,986 of 852,226 in Healthcare for AI visibility
6.6
/10
AEO Score
About Madrigal
from our crawl and measurement
Madrigal works in Healthcare. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 15 times in our tracking, including Applebot (Siri), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 Authority
4
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 6.6/10, Madrigal has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Madrigal
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/madrigalpharma
Cite this score: Engagemii (2026). "AEO Score for Madrigal." Retrieved from https://engagemii.com/aeo/brands/madrigalpharma
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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