Moderate AI visibility with 11 of 22 criteria passing. Biggest gap: comprehensive faq section.
Verdict
mavenbio.com shows a solid technical base for AI discoverability with an overall AEO score of 53/100, supported by strong infrastructure signals like llms.txt (10/10), clean crawlable HTML (10/10), canonical strategy (10/10), and publishing velocity (10/10). The site also demonstrates strong schema presence (9/10) and sitemap health (9/10 with 105 URLs and lastmod coverage), which gives crawlers reliable structural guidance. The primary readiness gap is answerability: FAQ coverage is missing (0/10), direct answer paragraphs are missing (0/10), and definition patterns are missing (0/10), limiting extraction into AI answers. To move from technically crawlable to AI-answer dominant, content must be reformatted around question-led, evidence-backed, and timestamped answer blocks.
Scoreboard
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Top Opportunities
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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.
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.
Same content, three URLs, zero canonical tags. Congratulations -you just split your authority three ways and gave AI crawlers a headache.
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.
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We build citation-ready content that AI engines choose as the answer.