Weak AI visibility with 17 of 48 criteria passing. Biggest gap: schema.org structured data.
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Critical AEO gaps at 31/100 - atlog.ai is largely invisible to AI engines. Key strengths include llms.txt File, robots.txt for AI Crawlers, and Canonical URL Strategy. Priority gaps: Schema.org Structured Data, 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 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.
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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