Moderate AI visibility with 29 of 48 criteria passing. Biggest gap: llms.txt file.
SaaS & ProductivityAnalyticsVerdict
Below-average AEO readiness at 50/100 - multiple areas need attention. Key strengths include Fact & Data Density, Canonical URL Strategy, and Schema Coverage & Depth. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Speakable Schema. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.
How to Improve
Top Opportunities10
Fix It With AI44
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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.
Our site runs 87 FAQ items across 9 categories with FAQPage schema on every one. That's not excessive -it's how we hit 88/100. Each Q&A pair is a citation opportunity AI can extract in seconds.
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 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.
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