Qualitative research is your only path to design improvement. Watching users struggle reveals solutions; surveys and metrics don’t. Testing with 5 users enables rapid iteration: test, fix, repeat.

Deriving UX insights from masses of qualitative user data is hard. AI-assisted sifting of individual user comments humanizes heaps of data.