Feedback Analyzer
SkillSkill
Analyze customer feedback at scale. Extract themes, sentiment, feature requests, and pain points. Output product insights.
About
Paste in reviews, support tickets, survey responses, or NPS comments. It reads through everything and surfaces what actually matters: recurring themes, sentiment patterns, specific feature requests, and the pain points people mention most.
Each theme is ranked by frequency and estimated impact, so you know what to prioritize. Feature requests are extracted and grouped. Critical complaints are flagged separately. The output is a structured insights report you can take into a product planning meeting.
Works with any volume of text-based feedback. Ten responses or ten thousand — the output format stays consistent. No survey platform integration required.
Core Capabilities
- Extract recurring themes from unstructured feedback text
- Classify sentiment per theme and per source type
- Identify and group specific feature requests
- Surface top pain points ranked by frequency and intensity
- Separate critical complaints requiring immediate attention
- Prioritize insights by frequency and estimated user impact
- Generate a structured product insights report ready for planning
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Version History
This skill is actively maintained.
February 26, 2026
Initial release
One-time purchase
$9
By continuing, you agree to the Buyer Terms of Service.
Creator
James
AI-native builder shipping battle-tested skills and personas from real production workflows
Every listing is pulled from a live multi-agent system, not a demo.
View creator profile →Details
- Type
- Skill
- Category
- Product
- Price
- $9
- Version
- 1
- License
- One-time purchase
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