Weak AI visibility with 21 of 48 criteria passing. Biggest gap: speakable schema.
Healthcare & Patient AdvocacyHospital & Health CareVerdict
Critical AEO gaps at 45/100 - collegemedicalcenter.com is largely invisible to AI engines. Key strengths include llms.txt File, Internal Linking Structure, and Fact & Data Density. Priority gaps: Speakable Schema, Entity Disambiguation, 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
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.
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.
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 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.
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