Rewritten
**Stability / crashes** — Multiple reports of the app crashing or freezing, on startup and when opening settings.
**Authentication confusion** — Sign-in and login flow described as unclear or confusing.
**Navigation** — Difficulty finding specific controls, e.g. the logout button.
About this tool
Turning a wall of open-ended feedback into themes is the manual, time-consuming heart of qualitative analysis — reading each comment and tagging it into buckets. This tool does the first pass, grouping feedback into recurring themes with a label and short description for each. Unlike a plain summary, it gives you the structured breakdown, so you can see which concerns cluster together and roughly how prominent each one is before diving into the raw comments.
Frequently asked questions
How is this different from summarizing responses?+
A summary is prose; this produces a structured list of named themes, which is more useful for triaging and prioritizing.
Does it show how common each theme is?+
It indicates relative prominence (e.g. "multiple reports"). For exact counts, pair it with your own tally.
Can I use this for interview notes too?+
Yes — any body of open-ended qualitative text, like user interview notes, groups into themes the same way.