Weak AI visibility with 13 of 48 criteria passing. Biggest gap: llms.txt file.
Legal & Professional ServicesLegal TechnologyVerdict
Critical AEO gaps at 27/100 - mechadoc.io is largely invisible to AI engines. Key strengths include Duplicate Content Blocks, Page Speed: Page Size, and Page Speed: Load Blockers. Priority gaps: llms.txt File, Comprehensive FAQ Section, and Original Data & Expert Analysis. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.
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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.
AI has a trust hierarchy for sources. At the top: proprietary data and first-hand expert analysis. At the bottom: rewritten Wikipedia articles. We've watched AI preferentially cite sites with original benchmarks -even over bigger competitors.
No date on your page? AI engines treat it like a rumor -undated and deprioritized. Here's how we audit whether your timestamps are actually machine-readable.
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