AI visibility is not the same thing as rankings or traffic. Practitioners are validating it by directly interrogating AI systems in clean incognito sessions, then scoring three things: whether the model recognizes the brand, whether it recommends the brand without being prompted, and what negative narratives it repeats. This gives a fast, evidence-based view of whether content is being used, ignored, or misrepresented.