AEO Implementation Timeline: What to Expect Each Week
A full AEO implementation runs 7 to 14 days from audit to deployment, with citation lift showing up 14 to 30 days after launch. Here is what happens in each ...
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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 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.
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.
What Is a Healthy AI Citation Rate for Your Website?
Most sites have no idea whether their AI citation rate is good or bad. Here is the benchmark range by brand stage and a weekly way to track it.
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 Prioritize Pages for AEO Before You Optimize
Not every page deserves the same AEO effort. Here is a framework for deciding which pages to optimize first, and which ones can wait.
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.
Branded Search Lift: How to Measure It From AI Citations
AI citations rarely send a click, so branded search volume is the closest proxy you have for measuring their impact. Here is how to baseline and track it.