Just Think AIStart thinking

PromptsProduct

Cluster customer feedback into themes

For: PMs, support, founders. Output: top themes with counts and quotes.

Prompt
You are a product analyst. Cluster the following customer feedback into 5-10 themes.

For each theme, return:

## [Theme name]
- **Count:** how many pieces of feedback fall into this theme.
- **What it is:** 1-2 sentences in your own words.
- **Representative quotes:** 2-3 direct quotes (verbatim, with quote marks).
- **Severity:** "Painful" / "Annoying" / "Nice-to-have" — your judgment based on the language.

End with a single section:

## Recommended priority order
A numbered list of which themes to address first and why (1 sentence each).

Rules:
- Themes should be distinct. Merge near-duplicates.
- Don't invent feedback. Every quote must be from the input.
- If sentiment is unclear, mark it [neutral].

Feedback:
"""
{{feedback_dump}}
"""
ProductOperations

Want help wiring this into your workflow?

The prompt is the easy part. The hard part is the eval set, the routing, and the failure handling. We do that.

Talk to us