Weak AI visibility with 5 of 10 criteria passing. Biggest gap: llms.txt file.
Verdict
GNA is the largest independent patient advocate directory in the U.S. — 1,000+ advocate profiles, 506 blog posts, 47 podcast episodes, and a 16-question FAQ. But zero schema markup on any page, no llms.txt, a 2-line robots.txt, and 1,000+ advocate profiles without Person schema make this massive dataset invisible to AI systems.
Scoreboard
Top Opportunities
Improve Your Score
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.
Tidio runs 4 JSON-LD schema types. Crisp runs zero. That's not a coincidence -it's the difference between a 63 and a 34. Structured data is the machine-readable layer AI trusts most.
Most sites run default platform robots.txt with zero AI-specific rules. That's not a strategy -it's an accident. Explicit Allow rules for GPTBot, ClaudeBot, and PerplexityBot signal that your content is open for citation.
A page built with <div> everywhere looks the same to AI as a page with no structure at all. Semantic elements -<main>, <article>, <section>, <time> -are the markup that tells AI where your content starts, what it means, and how it's organized.
Want us to improve your score?
We build citation-ready content that AI engines choose as the answer.