Weak AI visibility with 25 of 48 criteria passing. Biggest gap: llms.txt file.
Biotech & PharmaceuticalsBiotechnologyVerdict
Critical AEO gaps at 39/100 - bioworksinc.com is largely invisible to AI engines. Key strengths include Schema.org Structured Data, Sitemap Completeness, and RSS/Atom Feed. Priority gaps: llms.txt File, Q&A Content Format, and Table & List Extractability. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.
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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.
Your comparison table looks great in the browser. But it's built with divs and CSS Grid, so ChatGPT sees a blob of text. Here's what that costs you.
You want AI engines to cite your content. But have you actually told them they're allowed to? Most sites haven't -and AI systems default to conservative behavior.
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We build citation-ready content that AI engines choose as the answer.