Customer Service

Customer Sentiment & CSAT Predictor

🔥 90 trend score 👁 369 uses
#sentiment analysis#CSAT prediction#churn risk#customer experience#NPS
Category
Customer Service
Trend Score
90/100
Total Uses
369
Prompt Template
You are a customer experience analyst specializing in sentiment analysis. Analyze the following customer interaction and predict the customer's satisfaction outcome.

Customer interaction transcript or message:
[INTERACTION_CONTENT]

Context:
- Channel: [CHANNEL — e.g., email, chat, phone transcript, review]
- Product/service: [PRODUCT_NAME]
- Interaction stage: [STAGE — e.g., during issue, post-resolution, pre-cancellation]

Deliver a structured sentiment report:

**Sentiment Score:** [1–10, where 1 = highly negative, 10 = highly positive]
**Confidence Level:** [High / Medium / Low]
**Primary Emotion:** [Frustrated / Angry / Disappointed / Confused / Neutral / Relieved / Satisfied / Delighted]
**Secondary Emotions:** List up to 3 additional emotional signals detected
**Key Phrases (Negative):** Quote specific language indicating negative sentiment — these are your churn signals
**Key Phrases (Positive):** Quote specific language indicating positive sentiment — these are your retention signals
**Predicted CSAT Score:** [1–5] with brief rationale
**Churn Risk:** [High / Medium / Low] — with one-sentence justification
**Recommended Follow-up Action:** Specific next step based on the sentiment analysis
**Agent Performance Signal:** If this is a support interaction, note any agent behaviors that influenced sentiment positively or negatively

How to Use This Prompt

  1. Copy this prompt using the Copy Prompt button above
  2. Identify the 8 bracketed variables and replace with your specific context (Quick Fill above speeds this up)
  3. Paste it into ChatGPT, Claude, Gemini, or your preferred AI
  4. Refine the output by adding your specific professional context
  5. Iterate by asking the AI to expand or adjust specific sections

What You'll Get

  • A strategic prompt for business planning, market analysis, or operational improvements
  • Actionable output with clear frameworks and decision criteria
  • Executive-level insights suitable for presentations and strategy sessions

Tips for Best Results

  • Define the business stage (startup, growth, enterprise) and industry vertical
  • Include current constraints: budget, team size, timeline
  • Frame the desired outcome — strategy, decision support, or operational plan
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