AI SEARCH & SEO INSIGHTS
Practice,
made citable.
Original data, operating systems and honest limits from work across Google search, AI answers and content operations.
01 / AI visibility measurement
How I tracked 947 AI citations across seven platforms
A practical measurement story: what the number means, how it was distributed and where the evidence stops.
Read ↗02 / AI-first SEO workflowsThe AI SEO Operating System
Thirty-plus production workflows across intelligence, production, publishing, localization and maintenance.
Read ↗03 / GEO / AEO evidenceWhy stronger rankings can still produce fewer clicks
The roadsurfer case study behind an AEO/GEO programme: position improved while click-through fell.
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