Content Refresh for AI Citation: Which Pages to Fix First
A triage framework for deciding which existing pages to refresh first so they get cited by AI assistants, and how to fix them without a full rewrite.
Why AI Cites Reddit, Wikipedia and Forums More Often Than Your Site
AI engines favour forums and Wikipedia for structural reasons, not conspiracy. Here is the mechanism behind it and which question types your site can realistically win.
Schema Markup for AI Search: The Types That Change Citation Outcomes
Schema does not guarantee citation, but it removes ambiguity about who you are and what you claim. Here are the types that matter and how to implement them.
Why Your SEO Agency Can’t Fix Your AI Citation Problem
Key takeaways Google rankings and AI citation share are produced by entirely separate systems — optimising for one does not move the other. AI models surface content based on entity clarity, answer density, and presence in training corpora like Common Crawl — not Domain Authority or keyword position. RAG-based tools (Perplexity, Microsoft Copilot, ChatGPT Browse)…
