Weak AI visibility with 22 of 48 criteria passing. Biggest gap: llms.txt file.
SaaS & ProductivityAnalyticsVerdict
Critical AEO gaps at 42/100 - caesarealabs.com is largely invisible to AI engines. Key strengths include robots.txt for AI Crawlers, Canonical URL Strategy, and Duplicate Content Blocks. Priority gaps: llms.txt File, Q&A Content Format, and Content Freshness Signals. 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.
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.
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.
Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.
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