Weak AI visibility with 19 of 48 criteria passing. Biggest gap: llms.txt file.
Education & EdTechEducation PlatformsVerdict
Critical AEO gaps at 41/100 - weflawless.co is largely invisible to AI engines. Key strengths include Canonical URL Strategy, Content Cannibalization, and Topic Coherence. Priority gaps: llms.txt File, RSS/Atom Feed, and Definition Patterns.
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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.
Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.
"What is AEO?" -14% of all AI queries start with "What is." If your content doesn't answer with a clean definition sentence, someone else's will.
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.
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