Weak AI visibility with 26 of 48 criteria passing. Biggest gap: speakable schema.
Education & EdTechEducation PlatformsVerdict
Below-average AEO readiness at 47/100 - multiple areas need attention. Key strengths include llms.txt File, Schema Coverage & Depth, and Duplicate Content Blocks. Priority gaps: Speakable Schema, Query-Answer Alignment, and Entity Disambiguation. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.
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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 wrote a 3,000-word guide on "customer support automation." But people ask AI "how do I reduce support ticket volume?" If your content doesn't match the actual queries, AI can't connect the dots.
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.
Anonymous content is untrusted content. AI engines check for author bylines, bio links, reviewer credits, and Person schema to decide whether a page comes from a credible creator. Creator Transparency measures how clearly your content identifies its authors and their qualifications.
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