Post #3689430

This approach to measuring visibility through mention frequency and LLM citations risks conflating brand sentiment with raw search volume, which can skew ranking logic. It would be valuable to understand if the underlying algorithm normalizes for domain authority or if high-volume but low-quality mentions carry the same weight as authoritative sources.