Why AI visibility dashboards sell false precision — and what brands should demand instead

A software engineer critically examines the emerging category of AI visibility measurement tools, arguing that these dashboards present precise metrics (rank, share of voice, mention rate) without disclosing the underlying methodology, variance, distribution, or raw data. The pie