Weak AI visibility with 32 of 48 criteria passing. Biggest gap: llms.txt file.
Education & EdTechEducation PlatformsVerdict
Critical AEO gaps at 42/100 - sparcopen.org is largely invisible to AI engines. Key strengths include Schema.org Structured Data, Internal Linking Structure, and Sitemap Completeness. Priority gaps: llms.txt File, Speakable Schema, and Topic Coherence. Topic coherence is 2/10, which caps the overall score at 45. 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
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.
Your blog covers AI, recipes, fitness, and office furniture. AI engines see a site that doesn't know what it is - and they're right. Topic Coherence is the single heaviest criterion in the AEO scoring framework, and it can cap your entire score when it's low.
AI engines increasingly prioritize content from people who have direct experience with their topic. Generic "top 10 best" listicles written from secondhand research score poorly. Pages with specific actions taken, limitations discovered, and numeric results earned score well. First-Hand Experience Signals measure whether your content shows evidence of real-world involvement.
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