The survey stack — Qualtrics, SurveyMonkey, Medallia, Typeform — is dead for serious B2B customer research in 2026. Completion rates collapsed, response bias broke the data, and AI conversations now deliver 3-4x completion and 10x depth per respondent.

Survey response rates are 5-15% and the comments box is where insight goes to die. AI feedback collection replaces the survey with a conversation that adapts and probes.

The complete guide to voice of customer. Learn best practices, tools, and strategies for product teams.