How Canonical Tags Confuse AI Crawlers and Cost Citations
A wrong or missing canonical tag splits your citation signal across duplicate URLs, so AI crawlers cite the wrong page or none at all.
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AEO Insights, Guides & Case Studies
Practical writing on AEO strategy, schema markup, llms.txt, AI agent behavior, and the brands winning the AI search era.
How Redirect Chains Block AI Crawlers From Citing You
A page can pass every AEO checklist and still never get cited, because the URL a crawler actually requests bounces through two or three redirects first.
How JavaScript Rendering Hides Content From AI Crawlers
Most AI crawlers read raw HTML and skip anything your JavaScript adds later. Here is how to check whether your content is invisible to them, and how to fix it.
How to Verify AI Crawler Traffic in Your Server Logs
A GPTBot hit in your analytics tool proves nothing on its own. Here is the reverse DNS check that confirms whether AI crawler traffic is real.
How CDN Rules Block AI Crawlers Before They Reach You
Your robots.txt can be perfect and your site can still be invisible to ChatGPT and Perplexity — because the block is happening one layer up, at your CDN.
Content Freshness Signals AI Crawlers Actually Trust
AI crawlers do not cite stale pages, but most freshness fixes only fake it. Here is what actually signals a real update, and what to fix first.
Which AI Crawlers to Allow in Your robots.txt File
Block the wrong bot in robots.txt and an AI engine simply never reads your site again. Here is exactly which crawlers to allow, and how to add them.