Test environment. No real payments are taken. “Demo mode” runs use rule-based text extraction, not AI.
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All agents · Project, product, and strategy

User Feedback Synthesis

Beta

Feedback grouped into prioritized problem themes, each backed by verbatim quotes and a mention count computed from your data.

How it works

Paste feedback (one comment per line) or upload a CSV export from a survey, app store, or support tool. Mention counts are counted in code from the quoted items, not estimated by the AI.

What you give it

  • Pasted text (one item per line)
  • .csv
  • .txt
  • .md

Limitations

  • A comment is counted toward a theme only when one of the theme's quotes comes from it, so counts are a floor, not a census.
  • Up to 5,000 feedback items and about 120,000 characters per run.