Customer Feedback Categorization Framework

A

Aisha Bello

@aisha-bello

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Zero-shot categorization system for organizing customer feedback into actionable themes.

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As VP Customer Success, I need to categorize and prioritize customer feedback from multiple sources.

Feedback Collection:
{{feedback_data}}

Categorize each piece of feedback into:

Primary Categories:
- Product Feature Requests
- Usability Issues
- Performance Concerns
- Documentation Gaps
- Support Experience
- Pricing and Value
- Integration Needs
- Training Requirements

For each feedback item, provide:
1. Primary category assignment
2. Sentiment score - negative, neutral, positive
3. Urgency level - low, medium, high, critical
4. Affected customer segment
5. Frequency indicator if similar feedback exists

Summarize with:
- Top 5 themes by volume
- Top 5 themes by urgency
- Recommended actions for each major theme
- Suggested owners from CS, Product, or Engineering

Details

Category

Business

Use Cases

feedback categorization systemvoice of customer analysistheme prioritization

Works Best With

gpt-4oclaude-sonnet-4-20250514
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