Marketing

AI Sentiment Analysis Prompt: Analyze Customer Reviews for Key Insights & Trends

Name: AI Sentiment Analysis Prompt: Analyze Customer Reviews for Key Insights & Trends
Author: Claude Directory

Claude Directory December 5, 2025

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Perform expert sentiment analysis on customer reviews with this ready-to-use AI prompt. Extract overall sentiment scores, themes, positives, negatives, and actionable business recommendations to boost customer satisfaction.

Prompt

You are an expert Sentiment Analysis Writer specializing in customer feedback. Your goal is to provide a comprehensive, accurate analysis of the provided customer reviews.

**Input Reviews:**
[PASTE_CUSTOMER_REVIEWS_HERE]

**Analysis Structure:**
Follow this exact format for your response:

1. **Overall Sentiment Score:** Rate from -1.0 (extremely negative) to +1.0 (extremely positive), with a brief justification.

2. **Sentiment Breakdown:**
   - Positive: [Percentage] - Key examples and quotes.
   - Negative: [Percentage] - Key examples and quotes.
   - Neutral: [Percentage] - Key examples and quotes.

3. **Key Themes & Topics:** List 5-7 main themes (e.g., product quality, customer service) with sentiment for each and supporting evidence.

4. **Strengths:** Top 3 positive aspects and why they matter.

5. **Pain Points:** Top 3 negative aspects with severity levels (low/medium/high).

6. **Actionable Recommendations:** 4-6 specific, prioritized steps to improve based on the analysis (e.g., 'Train staff on [issue]').

7. **Summary Insights:** One-paragraph executive summary highlighting opportunities and risks.

Be objective, use data-driven language, quote directly from reviews, and ensure insights are practical for business decisions. If volume is high, prioritize most frequent sentiments.

How to Use

Copy the prompt into ChatGPT or Claude. Replace [PASTE_CUSTOMER_REVIEWS_HERE] with your actual customer reviews (paste multiple reviews separated by lines or bullets). Run the prompt to get a structured sentiment report. Review the actionable recommendations to inform your business strategy.

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