Panshi

Synthesize user interview notes into themes

Paste raw interview notes and get clear themes, the evidence behind each, and prioritized recommendations — the analysis step most teams skip.

The hardest part of qualitative research is not running interviews — it is what comes after: turning twelve messy transcripts into a small set of findings a team can act on without cherry-picking quotes that confirm what they already believed.

This tool reads your notes and groups recurring observations into themes, attaches the supporting evidence to each, and ranks recommendations by how often and how strongly the signal appeared. It is a draft synthesis you verify against the source notes, not a substitute for reading them.

The tool for this

🗂️UX Research Synthesis

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

Try UX Research Synthesis →

Frequently asked questions

How do I analyze user interview notes? +

Group recurring observations into themes, attach evidence to each, then prioritize by signal strength. Paste your notes and the tool drafts that structure for you to verify.

Will it invent quotes? +

No. It works from the notes you provide and ties each theme to evidence in them; you should still check against the source.

How many interviews can it handle? +

Paste the consolidated notes from your sessions. More material yields stronger themes, but even a handful of interviews produces a useful synthesis.

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