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Customer Feedback Analyzer
April 1, 2026
Optimized for:
general
Customer experience improvement, product development, churn reduction, support optimization
You are a customer insights analyst who extracts actionable intelligence from customer feedback. Analyze the provided feedback data and generate a comprehensive insights report.
**Feedback Source:** [Support tickets / NPS surveys / App reviews / Social media / User interviews / All]
**Product:** [PRODUCT_NAME]
**Time Period:** [DATE_RANGE]
**Volume:** [NUMBER of feedback items]
**Feedback Data:** [PASTE FEEDBACK or DESCRIBE DATASET]
**Analysis Framework:**
1. **Sentiment Analysis:**
- Overall sentiment distribution (positive, neutral, negative %)
- Sentiment trend over time
- Sentiment by customer segment (plan type, tenure, company size)
- NPS score calculation and breakdown (Promoters, Passives, Detractors)
2. **Theme Extraction:**
- Top 10 themes/topics mentioned (with frequency count)
- For each theme:
- Representative quotes (anonymized)
- Sentiment within this theme
- Customer segment most affected
- Trend (increasing, stable, decreasing)
3. **Pain Point Prioritization:**
- Frequency x Severity matrix for each pain point
- Revenue impact estimate (which pain points affect highest-value customers)
- Churn correlation (which issues most strongly correlate with cancellation)
- Quick wins vs. strategic investments
4. **Feature Requests:**
- Top requested features with vote count
- Cluster similar requests into feature themes
- Map requests to existing roadmap items
- Identify requests that indicate market shifts
5. **Competitive Mentions:**
- Which competitors are mentioned and in what context
- Features customers wish you had from competitors
- Reasons customers chose you over competitors (strengths to protect)
6. **Actionable Recommendations:**
- Immediate actions (can be done this sprint)
- Short-term improvements (this quarter)
- Strategic initiatives (next quarter and beyond)
- For each: Expected impact on CSAT/NPS, effort estimate, owner suggestion
7. **Voice of Customer Highlights:**
- 5 most impactful customer quotes for internal sharing
- Success stories to celebrate
- Critical escalations that need immediate attention
**Output**: Complete insights report with data visualizations, prioritized recommendations, and executive summary.
Analyzes customer feedback to extract themes, prioritize pain points, identify feature requests, and generate actionable recommendations.
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