Your AEO Assessment: modernatx.com
Overall AEO Maturity score: 3 out of 5

Your top 3 priorities
Here's where modernatx.com can make the fastest gains in AEO visibility, accuracy, and traffic. If you only did three things, do these:
Implement structured data markup across all pages to enhance search engine understanding and visibility
Optimize website performance by reducing page load times and improving mobile responsiveness
Develop comprehensive content that addresses clusters of related questions to enhance semantic richness
What your AEO Assessment covers
Your personalized AEO assessment measures how well modernatx.com is positioned for AI-driven discovery. It evaluates your site’s performance across four key categories—Content, Technical, Authority, and Measurement—to show how effectively AI systems can understand, cite, and recommend your brand.

Content
Content: Build the source AI trusts
We evaluated how your content performs across freshness, structure, depth, and clarity to see how well it helps AI understand what you do and why you matter.
Content Category Score
Moderna's content effectively addresses clusters of related questions with clear and accessible language. To advance, enhancing topic comprehensiveness, expanding FAQ coverage, and improving readability are recommended.
Create comprehensive content clusters
Develop comprehensive content that addresses clusters of related questions to enhance semantic richness.
Enhance FAQ coverage
Ensure all FAQs comprehensively answer targeted questions to improve user experience.
Improve content readability
Simplify complex content to achieve a Flesch Reading Ease score of 80 or higher for better readability.
Question Coverage Percentage
Coverage of the 100 most likely questions your target audience will ask related to the topics visible on your site.
Technical
Technical: Structure wins
We evaluated how well your site uses schema, other metadata, accessibility, and speed, and more to help LLMs understand the structure and meaning of your content and establish one part of your authority in AI-driven search.
Technical Category Score
The website demonstrates a moderate level of technical maturity, with a functional structure and basic SEO practices in place. However, improvements in structured data implementation, performance optimization, and regular site audits are necessary to advance to a higher maturity level.
Implement structured data markup
Implement structured data markup across all pages to enhance search engine understanding and visibility.
Optimize website performance
Optimize website performance by reducing page load times and improving mobile responsiveness.
Conduct regular site audits
Ensure all pages are accessible and free from errors by conducting regular audits and fixing broken links.
Schema Coverage Percentage
Share of pages with schema.org metadata for improved LLM and search engine understanding.
Authority
Authority: Earn trust, everywhere
We evaluated how your site establishes authority by looking at how and how frequently others talk about you, the associated sentiment, and more.
Authority Category Score
Moderna demonstrates strong authority in the biotechnology sector, with consistent citations by industry sources and recognition as a notable entity. Enhancing proactive digital PR efforts and developing thought leadership content can further solidify its authoritative position.
Enhance digital PR efforts
Enhance proactive digital PR efforts to increase authoritative mentions in industry publications and forums.
Develop thought leadership reports
Develop and promote annual thought leadership reports to establish authority in the biotechnology sector.
Monitor online mentions
Implement a systematic approach to monitor and manage online mentions and sentiment across platforms.
Authority Coverage Percentage
Percent of top 50 industry sites that mention you.
Measurement
Measurement: From rankings to representation
This score reflects how well you monitor your visibility across AI systems; from tracking brand mentions and citations to understanding sentiment and share of voice.
Measurement Category Score
Moderna's website utilizes web analytics tools like Google Analytics and Google Tag Manager, as indicated by scripts in the HTML and disclosures in the privacy statement. However, there is no public evidence of systematic tracking of LLM traffic, mentions, or sentiment, suggesting room for advancement in measurement maturity.
Implement LLM traffic and sentiment tracking
If not already in place (we cannot tell from the outside), begin systematic tracking of LLM traffic, mentions, and sentiment in relevant answers in answer engines, with regular metric reviews.
Adopt AI mention tracking tools
If not already in place (we cannot tell from the outside), utilize tools like Scrunch, Profound, SEMrush, or Ahrefs for daily or weekly mention tracking, focusing on inclusion, citation, and prominence in AI outputs.
Monitor LLM traffic conversion rates
If not already in place (we cannot tell from the outside), systematically track conversion rates for LLM-sourced and non-LLM-sourced traffic, tying this data to revenue metrics.
Measurement Coverage
Presence of externally visible signs on your website that you are using measurement tools.




