Weak AI visibility with 12 of 22 criteria passing. Biggest gap: llms.txt file.
Verdict
multifactor.com shows a solid technical foundation for crawlability and content production, but it is not yet AEO-ready in the areas that most influence AI citation. Core strengths include clean HTTPS delivery, a complete sitemap with 138 URLs (all with lastmod) and strong publishing velocity (110 URLs updated in the last 90 days), plus high fact density (34 quantitative data points). The biggest gaps are machine-readable governance and entity clarity: /llms.txt returns 404, RSS/Atom is missing, canonical tags are absent, AI crawler directives are not explicit, and schema coverage is shallow (only 1 JSON-LD block with type website, no Person schema, no FAQPage, and no datePublished/dateModified).
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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.
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.
You published a great blog post in January. It's now February and nothing else has appeared. AI engines notice -and they're crawling less often because of it.
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.
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