Turn five thousand conversations into a dozen themes — the AI pipeline that extracts aggregate signal from tickets, reviews, surveys, and social mentions, the granular sentiment taxonomy that triggers different operational responses, the churn-phrase watchlist that flags accounts before the cancellation request lands, the four-stakeholder distribution that gets the signal out of CX and into Product, Marketing, and Sales — and the min-five-examples-cited verification habit that stops AI from inventing plausible-sounding themes from noise.