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Research, diagnostics, and opinionated playbooks around important pages, AI-mediated discovery, citations, and crawled-but-not-cited failures.
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A practical measurement guide for separating AI bot visits, citation evidence, and referral sessions so content and SEO teams can see which AI tools actually send traffic.
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Practical writing for operators trying to understand what changed, where it changed, and what to fix next.
SEO benchmarking tracks rankings, clicks, and competitors in Google. AI visibility benchmarking tracks whether your brand appears, gets cited, and gets recommended in AI answers.
We checked 30 days of server logs from two monitored domains. AI crawlers fetched robots.txt and sitemap.xml, but not llms.txt.
Four patterns from 30 days of AI bot traffic on a consumer content site and a B2B SaaS site — patterns that flat AI-traffic dashboards hide.
Crawled but not cited means AI systems can fetch a page, but the page does not appear in answers, citations, referrals, or recommendations.
A practical framework for measuring whether AI systems can access, crawl, parse, retrieve, cite, refer, or ignore the pages that matter.
SeeLLM scored 100/A on bot access and 67/100 on agent readiness because our H1 started 8,388 HTML characters into the page.
On one content site, AI bot fetches held steady while measured AI referrals fell 80× over 90 days. The decoupling — not the dramatic number — is the durable insight.
SEO rankings measure search discoverability. AI visibility measures whether important pages are fetched, interpreted, cited, skipped, or reused.
A practical page-level monitoring workflow for tracking whether AI systems fetch, cite, skip, or stop reusing the pages that matter.
AI visibility is becoming operational. The new failure mode is important pages getting fetched by AI systems and never reused.
Install the SeeLLM Cloudflare Worker and start collecting server-side evidence about which AI systems fetch, revisit, and skip your important pages.
Google Analytics is useful for human sessions, but it cannot show which pages AI systems fetch, revisit, cite, skip, or leave crawled but not cited.
SeeLLM helps teams see which important pages AI systems fetch, revisit, cite, skip, or leave crawled but not cited.