Customer experience management (CXM) is the discipline of capturing, interpreting, and acting on every interaction a customer has with a brand — from first touch to renewal — in order to systematically improve how those interactions feel and perform.

AI customer feedback is the practice of using artificial intelligence to collect, analyze, and act on what customers tell a business — turning unstructured input like open-text responses, support tickets, reviews, and conversations into structured, prioritized insight without manual coding.

An AI focus group is a qualitative research method in which an AI interviewer conducts one-on-one or small-group conversations with real customers at scale, asking open-ended questions, probing follow-ups, and synthesizing the results into themes—replacing the single human moderator and the 8-person conference room of a traditional focus group.

Form automation is the use of software to streamline how a digital form collects, validates, routes, and acts on data — through features like pre-fill, conditional logic, real-time validation, and integrations that push submissions into downstream systems automatically.

Voice of customer (VoC) is the structured program an organization runs to systematically capture, analyze, and act on what customers think, while customer feedback is the raw input — the individual comments, ratings, complaints, and conversations that program collects.

Focus group AI is the use of conversational AI agents to moderate qualitative group research asynchronously and at scale, running parallel one-to-one interviews with real participants and then synthesizing the results the way a traditional focus group would.

Medallia pricing in 2026 is quote-based and enterprise-only — there is no public list price, and most contracts land in the high five to six figures annually before implementation.

Customers churn primarily because the human relationship with your product weakened — not because a usage metric dipped. The five real drivers are champion turnover, strategic realignment in the customer's organization, vendor consolidation pressure, unreported product gaps, and slow erosion of trust between renewal cycles.