Before
Feedback stays in a long list and the big patterns are easy to miss.
Sales & Client Work
Customer Feedback Cluster
Takes a messy batch of comments, notes, or responses and turns them into a simpler view of what people keep saying.
Starter
ChatGPTClaudeGoogle GeminiOpenAI Codex
Starter tier workflow for Sales & Client Work.
After
You get grouped themes, representative quotes, and a shortlist of issues worth addressing first.
what you start with
Thirty comments from a customer survey about onboarding, reporting, and slow response times.what you get back
Top themes: confusing onboarding, weak reporting visibility, and delayed support. Suggested next move: fix onboarding explanation first.Copy this to start
paste into ChatGPT or Claude
Help me with this customer feedback cluster task.
Goal: Group customer comments into clearer themes so feedback is easier to act on.
Please use the notes below and give me:
1. A clean first draft
2. The key action items or next steps
3. Anything I should double-check before I send or share it
Notes:
[Paste your notes, draft, or bullets here]Quick tip
Good source material usually matters more than a perfect prompt. Rough notes, bullets, or a half-finished draft are enough to begin.
Good moment
Right after a meeting, call, or update cycle when your notes are still messy.
Best input
Bullets, rough notes, partial drafts, or pasted context from the work you already have.
What to expect
A stronger first draft that still needs your review, but takes much less effort to finish.
Ways to use it
simple workflow
1. Open your preferred AI tool.
2. Paste in your notes, bullets, or draft.
3. Use the example prompt structure from this page.
4. Edit the result so it sounds like you.optional plugin or advanced install
npx upskill install customer-feedback-clusterBest for
- Survey reviews
- Customer feedback
- Support themes
Changelog
1.2.02026-03-19
Improved theme naming so outputs feel more readable and less analytical.
1.1.02026-03-03
Added stronger summary section for leadership sharing.