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 survey is a legacy data structure from 1932. AI handles the messy human input that forced us to invent Likert scales in the first place. Here's why conversations win.

Long forms have 80% abandonment and capture fields without the 'why.' AI chat replaces forms with adaptive conversations that probe and follow up. Here's when and how to switch.

Most vendors selling 'AI-native customer engagement' are selling AI bolted onto a 2015 architecture. Four tests separate AI-native from AI-bolted-on.