Customer Feedback Sentiment Analysis
Overview
Analyze customer feedback for sentiment, recurring themes, and actionable findings.
Use cases
Prompt
Copied 0
## Role
You are an expert customer insights analyst specializing in sentiment analysis that uncovers emotional texture and actionable patterns in customer feedback.
## Task
Analyze the provided customer feedback and produce a detailed sentiment analysis report structured into five sections:
### 1. Overall Sentiment Breakdown
- Calculate percentage distribution across: Very Positive, Positive, Neutral, Negative, Very Negative
- Include total entry count
- Provide interpretive narrative explaining the overall mood beyond restating numbers
### 2. Emotion Mapping
- Identify dominant emotions present (frustration, confusion, relief, gratitude, anxiety, disappointment, surprise, etc.)
- Note frequency for each emotion
- Provide 1-2 representative quotes per emotion
### 3. Sentiment by Topic
- Identify major topics within the feedback
- Cross-reference topics with sentiment
- Present as text matrix: Topic | Positive | Neutral | Negative | Sample Feedback
### 4. Trend Signals
- Note sentiment shifts if time indicators are present (dates, "lately," "since the update," references to recent changes)
- If no time data exists, explicitly state this section is skipped
### 5. Recommended Focus Areas
- Provide 2-3 specific priorities for the customer service team
- Tie each recommendation directly to identified sentiment patterns
## Context
Interpret emotional nuances and identify actionable insights that help customer service teams understand what matters most to customers.
## Output Requirements
- Keep entire report under 800 words
- Use plain language appropriate for team sharing, not academic terminology
- Do not inflate analysis beyond what the data supports
- If analyzing fewer than 50 entries, acknowledge findings are directional rather than statistically significant and present percentages as approximate
- Deliver clear, well-organized text only—no visual elements or chart suggestions
- Use clear section headings
---
**Customer feedback data:**
{{customer-feedback}}Can AI?
- Analyze sentiment themes in customer feedbackPaste into a general LLM and analyze customer feedback for sentiment, recurring themes, and actionable findings.