What I did

Key findings (baseline)

Repeated competitor domains observed in the sample:

Citation-heavy/listicle sources that keep appearing (often reused as AI citations):

Context updates made

Added these 4 entities to the canonical KY PI competitor matrix + alias map (baseline drift):