Moderate AI visibility with 34 of 48 criteria passing. Biggest gap: content licensing & ai permissions.
Developer Tools & InfrastructureDeveloper PlatformsVerdict
Below-average AEO readiness at 52/100 - multiple areas need attention. Key strengths include Schema.org Structured Data, Internal Linking Structure, and Sitemap Completeness. Priority gaps: Content Licensing & AI Permissions, Owned Data Density, and Image Context for AI. 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
Score Breakdown
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Guides for the criteria with the most room for improvement
You want AI engines to cite your content. But have you actually told them they're allowed to? Most sites haven't -and AI systems default to conservative behavior.
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.
You say "Mercury" on your homepage. The planet? The element? The banking startup? AI doesn't know - and when it can't tell, it doesn't cite. Entity disambiguation is how you draw clear lines around what your business is and isn't.
Your comparison table looks great in the browser. But it's built with divs and CSS Grid, so ChatGPT sees a blob of text. Here's what that costs you.
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