Weak AI visibility with 23 of 48 criteria passing. Biggest gap: llms.txt file.
Developer Tools & InfrastructureRobotics & HardwareVerdict
Below-average AEO readiness at 47/100 - multiple areas need attention. Key strengths include Canonical URL Strategy, Content Cannibalization, and Entity Density. Priority gaps: llms.txt File, Q&A Content Format, and RSS/Atom Feed. 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
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.
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.
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.
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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