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Organize customer feedback themes

Themes from your feedback: a count, a quote, and what to look into.

Step-by-step walkthrough

  1. Collect and anonymize the feedback

    Gather reviews, survey answers, or support notes. Remove names, contact details, and account numbers first.

  2. Open your assistant

    Open the assistant you already use. A free plan works.

  3. Paste the prompt, then your excerpts

    Paste the prompt below, then your anonymized feedback, and press enter.

  4. Review the themes

    Check each theme matches what the excerpts actually say. Adjust if it grouped too much or too little.

  5. Bring the themes to your team

    This is a starting point, not a final report. The team decides which themes to address and who owns each follow-up.

Owners sitting on reviews, survey replies, or support notes who need patterns without a full day of reading.

Works with any AI assistant.

Feedback that sits unread never gets acted on. The same problems repeat, and customers stop bothering to tell you.

What the fix looks like

You paste anonymized excerpts. You get themes, a count, a quote, and what to look into — without putting words in your customers’ mouths.

Copy this prompt

Copy this, paste it in, then paste your anonymized feedback excerpts underneath.

Analyze the anonymized customer feedback I give you below. Group the feedback into recurring themes — aim for three to seven themes. For each theme: name it in plain English, give a count of how many excerpts support it, include one short representative quote (anonymized), and suggest one concrete follow-up the team could investigate. Distinguish how often a theme appears from how important it might be. Do not infer personal traits, demographics, or sensitive attributes about customers. Do not promise a fix or make a decision — flag what needs a human decision with a note. Here is the feedback:

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