arxivstat.APcs.AIcs.IR2026-07-11
From Stochastic to Stable: Rank Stability and Structural Sufficiency in AI Visibility Measurement
AI visibility measurement is comparative: practitioners want to know which domains generative search engines cite most often and whether observed differences are large enough to support decisions. Yet the industry lacks a principled way to determine whether enough data has been c…