Weak AI visibility with 5 of 22 criteria passing. Biggest gap: llms.txt file.
Verdict
oversteer.dev is currently at an early AEO maturity stage with an overall score of 30/100, held back by foundational gaps in machine-readable signals. Critical discovery and indexing assets are missing or broken, including llms.txt (0), Schema.org structured data (0), canonical tags (0), and a valid sitemap structure (2, with 0 indexed URLs). The site does show strong content substance in specific areas, with Fact/Data Density scoring 10 and clean semantic HTML scoring 9, which indicates a solid base for rapid improvement. Addressing the missing technical primitives and strengthening answer-format coverage would materially increase AI visibility and citation readiness.
Scoreboard
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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.
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.
Same content, three URLs, zero canonical tags. Congratulations -you just split your authority three ways and gave AI crawlers a headache.
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