WorkStructured Data outputAdvanced
Find Themes in User Feedback
Groups customer feedback into themes, contradictions, opportunities, and research gaps without inventing evidence.
Ready to use
Prompt
Analyze the following user feedback.
Product area:
{{product_area}}
Research question:
{{research_question}}
Feedback:
{{raw_feedback}}
Remove or mask personally identifying information in the response.
Return:
## Major themes
For each theme include:
- Description
- Supporting feedback
- User need
- Severity
- Confidence in the theme
## Contradictions
Identify places where users want different or incompatible things.
## Opportunities
Suggest possible improvements, but label them as hypotheses rather than facts.
## Prioritization
Rank opportunities using:
- Expected user value
- Evidence strength
- Implementation uncertainty
## Research gaps
List what should be investigated next.
Do not invent percentages or counts. Only provide numerical frequencies when the feedback contains enough distinct entries to calculate them.Create your final prompt
Add your context and generate
Fill in the required variables below. Optional variables can be left blank and will remain as placeholders.
The product or feature the feedback concerns.
The question the analysis should help answer.
Reviews, survey answers, interview notes, or support messages.
What to expect
Example output
A structured analysis of major themes, conflicting needs, evidence-backed opportunity hypotheses, prioritized improvements, and unanswered research questions.
Example context
Example input
Product area: Mobile checkout. Research question: Why do shoppers abandon carts? Feedback: Checkout is slow; Apple Pay is hard to find; shipping costs appear too late.