AEO programs rarely fail on content; they fail because nobody can say what is changing, who owns it, and how it is measured. This post lays out an operating model that moves from diagnosis to measured iteration across three levels: OKR, KPI and roadmap. Ambiguity is a visibility risk When an AI system cannot tell […]