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

Your top 3 priorities
Here's where carmax.com can make the fastest gains in AEO visibility, accuracy, and traffic. If you only did three things, do these:
Implement structured data markup (schema.org) across all relevant pages to enhance search engine understanding and improve rich snippet visibility.
Conduct a comprehensive audit to identify and fix all 404 errors, ensuring that all internal and external links lead to active pages.
Optimize website performance by improving page load speeds and ensuring mobile responsiveness to enhance user experience and SEO rankings.
What your AEO Assessment covers
Your personalized AEO assessment measures how well carmax.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
CarMax's content effectively addresses customer questions with a focus on related concepts, maintaining good readability. To advance, enhancing semantic richness, ensuring regular updates, and improving readability are recommended.
Create comprehensive content clusters
Develop comprehensive content that addresses clusters of related customer questions to enhance semantic richness.
Implement regular content updates
Ensure all content is updated regularly, with visible indicators of freshness, to maintain relevance and trust.
Enhance content readability
Simplify complex content to improve readability, aiming for a Flesch Reading Ease score above 70.
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
CarMax's website demonstrates a solid technical foundation with effective URL structures and security measures. However, addressing issues like 404 errors, implementing structured data, and optimizing performance will enhance its technical SEO maturity.
Implement structured data markup
Implement structured data markup (schema.org) across all relevant pages to enhance search engine understanding and improve rich snippet visibility.
Resolve 404 errors
Conduct a comprehensive audit to identify and fix all 404 errors, ensuring that all internal and external links lead to active pages.
Enhance site performance and mobile responsiveness
Optimize website performance by improving page load speeds and ensuring mobile responsiveness to enhance user experience and SEO rankings.
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
CarMax demonstrates strong authority in the used vehicle retail industry, with consistent citations by major publications and a recognized Google Knowledge Panel. Enhancing thought leadership through original research and improving visual storytelling can further solidify its authoritative position.
Publish original research reports
Develop and publish original research reports or annual studies to establish thought leadership in the used vehicle retail industry.
Enhance visual storytelling
Enhance visual storytelling on the website by incorporating more interactive infographics, animations, and videos to engage users.
Manage and update citations
Proactively manage and update citations on authoritative sites, ensuring accurate and positive representation of the brand.
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
CarMax demonstrates a solid foundation in measurement practices with the use of web analytics tools and privacy policy disclosures. Advancing to the next maturity level involves implementing systematic tracking of LLM traffic, mentions, sentiment, and conversion rates.
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 advanced 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, including inclusion, citation, and prominence in AI outputs.
Monitor conversion rates from 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 metrics.
Measurement Coverage
Presence of externally visible signs on your website that you are using measurement tools.




