Privacy-aware feedback analysis

Explore anonymised feedback while keeping interpretation and prioritisation with the product team.

Workflow

  1. Step 1: ChatGPT

    Group redacted feedback into tentative themes and preserve row references.

    Notes: Hand themes to the researcher.

    Handoff: Pass this output to the next step.

  2. Step 2: Claude

    Challenge overgeneralised conclusions and list counterexamples.

    Notes: Hand caveats to the product lead.

    Handoff: Pass this output to the next step.

  3. Step 3: Notion AI

    Record accepted findings and rejected hypotheses with owners.

    Notes: Hand the decision log to planning.

    Handoff: Keep this as a final deliverable.