Moderate AI visibility with 33 of 48 criteria passing. Biggest gap: rss/atom feed.
Developer Tools & InfrastructureAI & ML PlatformsVerdict
Below-average AEO readiness at 52/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Semantic HTML5 & Accessibility. Priority gaps: RSS/Atom Feed, Speakable Schema, and Duplicate Content Blocks. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.
How to Improve
Top Opportunities10
Fix It With AI37
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Guides for the criteria with the most room for improvement
Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.
Voice assistants need to pick which paragraph to read aloud from your page. Without Speakable markup, they guess -and they frequently guess wrong, reading your cookie notice.
Repeating the same paragraph in multiple sections of the same page is a quality signal that AI engines detect and penalize. Duplicate Content Blocks measures within-page content repetition. When more than 5% of your content is duplicated across sections, AI engines reduce citation confidence because the page appears auto-generated or padded.
AI can't see your images. It reads the markup around them. A product photo with alt="image1.jpg" tells AI nothing. A figure with a descriptive figcaption and 8-word alt text tells AI exactly what it's looking at - and that context feeds directly into citation decisions.
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