Your AEO Assessment: mariadb.com
Overall AEO Maturity score: 2 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:
Fix broken links on key pages: your most important pages (homepage, product, pricing) have a higher-than-ideal broken link rate. Prioritize fixing these first, as broken links erode trust with both...
Deepen existing content pages: many content pages average around 368 words — expanding them to 500+ words with examples, data points, and richer context will help AI engines extract more complete a...
Strengthen brand messaging consistency: audit key pages to ensure your company description and value proposition are consistently articulated. Inconsistent messaging dilutes how llms understand mar...
AI visibility snapshot
Top competitors mentioned alongside you
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 has a solid content foundation with 11 content types and organized, question-aware pages. The key opportunity is adding more depth and substance to existing content so AI engines can confidently cite MariaDB as a trusted source on database topics.
Deepen existing content pages
Many content pages average around 368 words — expanding them to 500+ words with examples, data points, and richer context will help AI engines extract more complete answers from your site.
Build comprehensive long-form guides
Articles and guides currently average around 350 words. Aim for 800+ words per piece, focusing on thorough coverage of each topic so LLMs view MariaDB as a go-to authoritative source.
Expand FAQ sections across pages
FAQs appear on about 7% of pages today. Adding targeted FAQ sections to product, feature, pricing, and resource pages — each with 3-5 topic-specific questions — makes it easier for AI engines to su...
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 has solid foundations in place—HTTPS, valid sitemap, robots.txt, and broad schema markup. However, a high broken link rate and a few metadata gaps are holding back technical maturity. Fixing these issues will unlock the next level of AI discoverability.
Fix broken links on key pages
Your most important pages (homepage, product, pricing) have a higher-than-ideal broken link rate. Prioritize fixing these first, as broken links erode trust with both visitors and AI systems that c...
Complete SEO metadata on key pages
You're very close—metadata coverage on key pages is just under the target threshold. Ensure every key page has a unique title tag, meta description, and H1 heading to help AI engines accurately und...
Run a site-wide link audit
About 25% of internal links across the site are broken, signaling a maintenance opportunity. A comprehensive audit using tools like Screaming Frog or Semrush can systematically resolve these and im...
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 has strong foundational authority assets—Wikipedia, Knowledge Graph, organization schema, and broad social presence. However, AI platforms still describe MariaDB primarily as a MySQL fork, missing the newer AI-ready enterprise positioning entirely.
Strengthen brand messaging consistency
Audit key pages (homepage, about, product, pricing) to ensure your company description and value proposition are consistently articulated. Inconsistent messaging dilutes how LLMs understand and rep...
Add a press page
Create a dedicated Press, News, or Media section—standalone or within your About area. Aggregating press mentions, awards, and company news helps AI platforms recognize MariaDB's evolving market pr...
Expand author bylines with schema
Your author byline rate is already strong at 44%. Enhance these with detailed author bios, credentials, and Person schema markup so LLMs can surface structured authorship data that reinforces Maria...
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 has a strong analytics foundation with 100% sitewide coverage and 12 tracking tools in place. The next step is layering in AEO-specific monitoring to measure how AI platforms reference and drive traffic to your brand.
Adopt a dedicated AEO tool
Invest in a purpose-built AEO monitoring tool that systematically tracks AI citation rates, LLM brand mentions, and AI-referred traffic. Manual spot-checking doesn't scale — dedicated tools automat...
Start tracking AEO metrics
If not already in place (we cannot tell from the outside), begin monitoring AI bot traffic via server logs, LLM-referred human traffic from platforms like ChatGPT and Perplexity, and brand mention ...
Maintain full analytics coverage
Your 100% sitewide analytics coverage is excellent — maintain this standard. Complete coverage ensures you can accurately measure AI-referred traffic patterns across your entire site as AEO trackin...
Measurement Coverage
Presence of externally visible signs on your website that you are using measurement tools.