Panshi

Qualitative research analysis, fast

Cut analysis time from days to minutes. Get themes, evidence and recommendations from your qualitative data without losing rigor in the rush.

Qualitative analysis is rigorous but slow, which means it often gets cut when timelines tighten — and then decisions get made on gut feel and a few memorable quotes instead of the full picture.

This tool keeps the structure of good analysis while removing the slog: it codes recurring patterns, ties them to evidence, and surfaces what the data actually supports. Use it to do real analysis under deadline instead of skipping it.

The tool for this

🗂️UX Research Synthesis

Turn raw interview notes into themes, evidence and prioritized recommendations.

Try UX Research Synthesis →

Frequently asked questions

Is fast analysis still rigorous? +

It keeps the core method — coding, evidence, prioritization — and shows the evidence behind each theme so you can verify rather than trust blindly.

What data can I analyze? +

Interview transcripts, survey open-ends, support tickets, reviews — any text-based qualitative data.

Should I still read the raw data? +

Yes. The tool accelerates synthesis but you should spot-check themes against the source for accuracy.

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