Your AI Visibility Reports Are Probabilistic. Here Is How to Read Them Without Making Bad Decisions.
AI visibility data is probabilistic, not deterministic. Only 2.3% of ChatGPT citations survive three identical runs. Here is how CMOs should read AI visibility reports without making expensive mistakes.