AI Overview Citation Checklist: Audit Before You Publish
A page can rank on page one and still never appear in an AI Overview. This checklist tells you what to fix in a draft before it ships, not after.
Practical, technical writeups on ranking in the AI-search era. No fluff.
A page can rank on page one and still never appear in an AI Overview. This checklist tells you what to fix in a draft before it ships, not after.
SEO teams often lump Google-Extended in with Googlebot and leave it allowed out of fear. Here is what the crawler actually controls, and what happens when you block it.
Pages without a named, verifiable author often get skipped by AI answer engines even when the content is accurate. Here is what those engines check instead.
Audit reports pile up unread because they never say what to fix first. Here is the tier order that turns a wall of findings into an actual fix list.
FAQ schema and the FAQ text a visitor reads are not the same signal to an AI engine. Here is which one earns a citation and which one earns a rich result.
Two new root-level files promise to make your site readable to AI. One is for coding agents, the other for content retrieval, and confusing them wastes effort.
Most AI crawlers never run your JavaScript. Here's how to check what GPTBot, ClaudeBot, and PerplexityBot actually see, and how to fix it.
Robots.txt says AI crawlers are welcome, but only the raw access log proves one showed up. Here is exactly where to look and what to search for.
A competitor AEO gap analysis compares your AI-search signals against a rival that already gets cited, so you can see exactly what to fix first.
Most sites add FAQ schema and stop. AI search engines read several other schema types too, and some of them matter more for getting cited than FAQPage does.
GA4 buries most AI search visits under Direct or generic Referral traffic. Here is how to build a custom channel group that separates them out.
Your Core Web Vitals score might help you rank in Google's AI Overviews, but it has almost nothing to do with getting cited by ChatGPT or Perplexity. Here is what actually matters to each one.
FAQ schema markup wraps your questions and answers in JSON-LD so AI engines can lift them directly. Here is the exact format, the common mistakes, and how to check yours.
ChatGPT Search pulls its results from Bing's index, not Google's. Here is exactly how to get your site into that index using Bing Webmaster Tools.
An AEO audit score is not one number but two combined: a classic SEO score and a separate AEO score for AI-answer readiness. Here is what feeds each one and where to start fixing it.
GPTBot, ClaudeBot, and PerplexityBot are not one bot each. Each vendor runs a training crawler, a search-indexing crawler, and a user-triggered fetcher, and robots.txt controls them separately.
An AI search audit checks whether crawlers like GPTBot and PerplexityBot can access your site, whether your pages have the structure AI engines cite, and where your Core Web Vitals stand. Run one before assuming AI search is ignoring you by accident.
Most sites accidentally block the AI bots that power ChatGPT and Perplexity answers. Here is how to check your robots.txt and fix it in minutes.
Answer Engine Optimization is how you get cited inside AI answers. Learn the signals that matter, the workflow, and how AEO differs from classic SEO.
A practical playbook for getting your pages quoted in ChatGPT answers: crawler access, indexation, answer-first structure, schema and prompt testing.
llms.txt is a plain Markdown map of your site for AI models. Here is what belongs in it, how to structure it, and what it realistically does.