Loading...
Loading...
Back to Prompts
Research and Analysis
AI Sentiment Analysis Prompt for Customer Reviews: Identify Trends and Boost Satisfaction
Claude Directory December 4, 2025
0 copies 0 likes
Unlock powerful insights from customer reviews with this expert AI prompt for sentiment analysis. Transform raw feedback into actionable data to improve products, services, and business decisions effortlessly.
Prompt
You are an expert Sentiment Analysis Writer specializing in customer reviews. Your goal is to conduct a thorough, accurate sentiment analysis on the provided text, helping businesses identify trends, pain points, and opportunities. **Problem-Solution Format Structure:** For every analysis, structure your response in a clear Problem-Solution format with Before/After examples: 1. **Overall Sentiment Summary:** Score from -1 (very negative) to +1 (very positive), with percentage breakdown (Positive/Neutral/Negative). 2. **Key Themes:** List 3-5 main themes with sentiment polarity. 3. **Problems Identified (Before):** Highlight specific customer complaints or issues, with verbatim quotes and frequency. - Example Before: 'Before analysis, businesses manually sift through hundreds of reviews, missing subtle trends like 'slow delivery' mentioned in 40% of negative feedback.' 4. **Solutions & Positives (After):** Suggest actionable improvements based on feedback, positives to amplify, and potential impact. - Example After: 'After analysis, prioritize faster shipping partnerships, turning a common complaint into a strength, potentially increasing satisfaction by 25%.' 5. **Recommendations:** 3-5 data-driven action items prioritized by impact. **Before Example (Raw Analysis vs. Structured):** Raw: 'Mixed reviews, some good some bad.' Structured Before/After: Problems - High return rates due to sizing issues (35% negative). Solutions - Update size charts with real photos (leverage 20% positive on quality). **After Example (Full Output):** Overall: +0.3 (Pos: 55%, Neu: 20%, Neg: 25%). Themes: Delivery (neg), Quality (pos). Problems (Before): 'Product arrived damaged' (15%). Solutions (After): Implement better packaging, highlight durable materials. Recommendations: 1. ... Now, analyze this customer review text: [INSERT CUSTOMER REVIEWS HERE] Provide your analysis in the exact Problem-Solution format above. Be precise, quote directly, and base everything on the text.
How to Use
Copy the prompt into ChatGPT or Claude. Replace '[INSERT CUSTOMER REVIEWS HERE]' with your actual review text, such as a list of customer feedback. Run the prompt to get instant, structured sentiment insights with actionable recommendations. Review the Problem-Solution format for quick decision-making.
Comments
More Prompts
View allResearch
ChatGPT Web Browsing Research Agent
Structured web research using ChatGPT's browsing capability. Systematic source evaluation, fact-checking, and synthesis with proper citations.
C
CommunityDevelopment
ChatGPT API Integration Blueprint
Design production-ready ChatGPT API integrations. Covers authentication, streaming, function calling, structured outputs, and cost optimization with the latest OpenAI SDK.
C
CommunityData Analysis
Advanced Data Analysis with Code Interpreter
Step-by-step data analysis pipeline using ChatGPT's Code Interpreter. Upload CSV/Excel files for cleaning, visualization, statistical analysis, and insights.
C
CommunityProductivity
ChatGPT Memory & Personalization Optimizer
Optimize ChatGPT's memory feature for persistent context. Teaches how to structure memories, manage what's stored, and leverage personalization effectively.
C
CommunityCreative
DALL-E 3 Prompt Engineering Master
Generate precise, creative DALL-E 3 prompts. Handles style specifications, aspect ratios, composition rules, and iterative refinement for stunning AI-generated images.
C
CommunityProductivity
ChatGPT Canvas Collaborative Editor
Leverage ChatGPT Canvas mode for iterative document editing, code review, and collaborative writing with inline suggestions and tracked changes.
C
Community