Weak AI visibility with 24 of 48 criteria passing. Biggest gap: comprehensive faq section.
Developer Tools & InfrastructureAI & ML PlatformsVerdict
Below-average AEO readiness at 47/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Fact & Data Density. Priority gaps: Comprehensive FAQ Section, Speakable Schema, and Answer Capsule Pattern.
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Guides for the criteria with the most room for improvement
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.
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.
AI assistants are question-answering machines. When your content is already shaped as questions and answers, you're handing AI a pre-formatted citation. Sites that do this right get extracted -sites that don't get skipped.
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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