AI search · AEO · GEO
Answer Engine Notes: AEO, GEO and AI Search
Explore how answer engines select and cite sources, and how content clarity, technical access and measurement relate to AI search visibility.
Latest notes
How to Check AI Crawler Access Beyond Your Homepage
Check representative URLs one by one, keeping robots.txt policy, observed server responses and AI-search visibility separate.
How to Check Whether AI Search Citations Support Your Content
Review each claim alongside its citation and saved destination page so you can separate inaccurate answers from source, link and attribution errors.
How to Investigate Duplicate Pages in AI Search Citations
Compare the pages behind an unexpected citation, fix overlap according to each page’s purpose, and keep indexing findings separate from AI-answer observations.
When Is a Content Freshness Update Worth Making for AI Search?
Refresh a page when a fact needed to answer the reader’s question may have changed—not merely because the page looks old or is missing from an AI answer.
What Skills Do Publishers Need for SEO, AEO and GEO?
Publishers need a shared workflow that produces an accessible page, a qualified answer, attributable evidence and a measurement record.
How Can Publishers Test a Claude SEO or GEO Skill Found on GitHub?
Test a GitHub-hosted Claude skill against one known content discrepancy, and verify its access and evidence before trusting its audit.
How Should Publishers Sequence an AEO and GEO Strategy?
Build one AEO and GEO work plan around reader questions, fix access problems before improving priority content, and measure answer appearances separately from visits and conversions.
How Should Publishers Judge the Evidence in a GEO Research Paper?
Assess a GEO paper by matching its claim to the intervention, test conditions and measured outcome before deciding whether to act.
Before Using HubSpot for AEO: What to Confirm Before Setup
Check the exact HubSpot feature, its access requirements and what its output measures before treating it as an AEO workflow.
JavaScript Answers in AI Search: A Publisher-Side Diagnostic Checklist
Trace one essential answer through the page response, browser state and access records before attributing an AI-search visibility problem to JavaScript.
