Moderate AI visibility with 20 of 34 criteria passing. Biggest gap: content licensing & ai permissions.
Developer Tools & InfrastructureAI & ML PlatformsVerdict
Below-average AEO readiness at 51/100 - multiple areas need attention. Key strengths include llms.txt File, Clean, Crawlable HTML, and Internal Linking Structure. Priority gaps: Content Licensing & AI Permissions, Speakable Schema, and Query-Answer Alignment.
How to Improve
Top Opportunities10
Fix It With AI28
Score Breakdown
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Guides for the criteria with the most room for improvement
AI engines are citation machines -they need specific facts to quote. A page full of general advice with zero data points gives them nothing to work with.
Our site runs 87 FAQ items across 9 categories with FAQPage schema on every one. That's not excessive -it's how we hit 88/100. Each Q&A pair is a citation opportunity AI can extract in seconds.
AI doesn't take your word for it. When you publish content as "Admin" or "Staff Writer," you're telling AI engines that nobody at your company was willing to put their name on it. Person schema, author bios, and credential markup are how you prove a real expert wrote your content.
AI has a trust hierarchy for sources. At the top: proprietary data and first-hand expert analysis. At the bottom: rewritten Wikipedia articles. We've watched AI preferentially cite sites with original benchmarks -even over bigger competitors.
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