Moderate AI visibility with 9 of 10 criteria passing. Biggest gap: llms.txt file.
Verdict
lenoxhill.org is technically crawlable and has substantial human-facing trust content, but it is only partially optimized for AI engines. The site has no `llms.txt`, limited schema coverage (WebSite/LocalBusiness only), and no FAQ schema despite a strong FAQ page. Its strongest AEO assets are transparent governance/financial documents, robust internal linking, and explicit AI crawler handling in `robots.txt`.
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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.
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.
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.
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.
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