Moderate AI visibility with 29 of 48 criteria passing. Biggest gap: llms.txt file.
Healthcare & Patient AdvocacyMedical PracticeVerdict
Below-average AEO readiness at 52/100 - multiple areas need attention. Key strengths include Clean, Crawlable HTML, Direct Answer Paragraphs, and Canonical URL Strategy. Priority gaps: llms.txt File, Speakable Schema, and Owned Data Density. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.
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Guides for the criteria with the most room for improvement
Tidio has a 251-line llms.txt. Crisp has zero. The score gap: +29 points. This single file tells AI assistants exactly what your site does -and without it, they're guessing.
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 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 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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