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

Your top 3 priorities
Here's where mariadb.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 key pages to enhance search engine understanding and visibility.
Optimize page load speeds by compressing images, leveraging browser caching, and minimizing JavaScript and CSS files.
Ensure all pages are mobile-friendly by adopting responsive design principles and testing across various devices.
What your AEO Assessment covers
Your personalized AEO assessment measures how well mariadb.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
MariaDB's content effectively addresses clusters of related questions with clear and accessible language. To advance, the site should develop comprehensive topic coverage, establish a structured answer hierarchy, and incorporate original research to enhance authority and depth.
Create comprehensive content clusters
Develop comprehensive content that addresses clusters of related questions to enhance semantic richness.
Update and expand faqs
Ensure all FAQs are updated and cover nearly all targeted questions to improve user engagement.
Enhance readability of technical docs
Simplify technical documentation 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
MariaDB's website demonstrates a solid technical foundation with effective use of HTTPS and a well-structured XML sitemap. However, to advance in AEO maturity, implementing structured data, optimizing page load speeds, and ensuring mobile-friendliness are recommended.
Implement structured data markup
Implement structured data markup across all key pages to enhance search engine understanding and visibility.
Optimize page load speeds
Optimize page load speeds by compressing images, leveraging browser caching, and minimizing JavaScript and CSS files.
Ensure mobile-friendliness
Ensure all pages are mobile-friendly by adopting responsive design principles and testing across various devices.
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
MariaDB demonstrates strong authority with consistent citations from industry sources, engaging visual content, and recognition in Google's Knowledge Panel. To advance further, enhancing visual storytelling, correcting inaccuracies on reference sites, and increasing proactive digital PR efforts are recommended.
Enhance visual storytelling
Enhance visual storytelling by incorporating more interactive and engaging content such as infographics, animations, and videos across the website.
Correct inaccuracies on reference sites
Proactively correct inaccuracies on Wikipedia and other reference sites to ensure information about MariaDB is up-to-date and well-sourced.
Increase digital PR efforts
Increase proactive digital PR efforts to secure more positive mentions and citations from authoritative industry sources.
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
MariaDB's website lacks visible evidence of web analytics and SEO tools, suggesting potential gaps in systematic measurement practices. Enhancing tracking of LLM traffic and mentions could improve measurement maturity.
Implement LLM traffic and sentiment tracking
If not already in place (we cannot tell from the outside), implement systematic tracking of LLM traffic, mentions, and sentiment in relevant answers in answer engines, with regular metric reviews.
Utilize SEO and AEO tools for mention tracking
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, including inclusion, citation, and prominence in AI outputs.
Track conversion rates for LLM and non-LLM traffic
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 where possible.
Measurement Coverage
Presence of externally visible signs on your website that you are using measurement tools.




