Moderate AI visibility with 33 of 48 criteria passing. Biggest gap: llms.txt file.
Developer Tools & InfrastructureDeveloper PlatformsVerdict
Below-average AEO readiness at 58/100 - multiple areas need attention. Key strengths include Entity Authority & NAP Consistency, Original Data & Expert Analysis, and Fact & Data Density. Priority gaps: llms.txt File, Speakable Schema, and Query-Answer Alignment.
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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.
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.
Repeating the same paragraph in multiple sections of the same page is a quality signal that AI engines detect and penalize. Duplicate Content Blocks measures within-page content repetition. When more than 5% of your content is duplicated across sections, AI engines reduce citation confidence because the page appears auto-generated or padded.
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