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The ChatWisp blog

Notes on AI-first forms, conversational research, and what people tell a good interviewer.

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How to Analyze Open-Ended Survey Responses at Scale

Everyone asks the open-ended question; almost nobody analyzes the answers. Here's the workflow that makes it finish-able: plain-English qualitative coding, where manual coding breaks, what AI coding gets right and wrong (with real research numbers), and how to collect text that's easier to code in the first place.

2026-09-19 · 6 min read · survey methodology · qualitative coding · open-ended questions · data quality · ai analysis