Moderate AI visibility with 8 of 10 criteria passing. Biggest gap: llms.txt file.
Verdict
montefioreeinstein.org has strong technical crawl foundations (HTTPS, robots.txt, XML sitemaps, server-rendered HTML) and consistent baseline JSON-LD across key pages. The largest AEO gap is the missing `llms.txt` file and lack of AI-crawler-specific directives in robots.txt. FAQ content exists across many URLs, but a central FAQ endpoint is broken and sampled FAQ pages do not expose `FAQPage` schema, limiting machine readability for AI answer engines.
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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.
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.
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.
AI systems don't cite websites -they cite entities. A verifiable business with an address, named authors, and social proof. Our self-audit (88/100) still loses points here because we lack a physical address. That's how strict this criterion is.
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