“AI Visibility 1.0” tools—those that track “prompt volumes” or generate brand rankings from opaque datasets—may serve marketing curiosity, but they cannot support governance. Visibility in generative AI has become a fiduciary, reputational, and compliance issue. Dashboards cannot carry that weight.