Task 04 of 5
Cluster Survey Comments and Open Text
Group open-ended feedback into themes, sentiment, and repeated requests faster than manual tagging.
How to approach this
Start with open text only, then layer in scores or segments after the themes are clear. It is easier to trust the patterns when you can still see the raw comments behind them.
AI tools for this task
These tools are well-suited for automating or accelerating this specific task.
Maze Surveys
Combines survey collection with AI follow-ups and faster analysis of open-ended responses.
Dovetail AI
Clusters comments, summarizes responses, and keeps each theme tied to the source data.
Looppanel
Helps researchers group large volumes of qualitative feedback without starting from a blank sheet.
Tutorials & articles
Curated external guides to help you get this working in practice.