AI Share of Voice

AI visibility volatility occurs because generative search combines dynamic retrieval, source selection, ranking, and probabilistic answer generation, rather than returning a single fixed, ordered result. “AI citations are inherently less stable than traditional rankings. Research shows that AI answer content changes approximately 70% of the time when the same query is repeated, and only 30%…