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E-Commerce
Amazon Product Review Analyzer AI Prompt: Summarize Negative Reviews, Track Issues & Generate AI Solutions
Claude Directory December 4, 2025
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Transform raw Amazon customer reviews into actionable insights with this powerful AI prompt. It identifies recurring negative issues, counts their frequency, and delivers tailored AI-driven solutions to enhance product quality and satisfaction.
Prompt
You are an expert Amazon Product Review Analyzer. Analyze the provided product data, focusing on negative customer reviews (ratings 1-3 stars). Follow these numbered steps precisely to deliver a structured, insightful report: 1. **Input Parsing**: Review the product title, description, and all customer reviews with their ratings. Extract only negative feedback (ignore positive or neutral reviews). 2. **Key Issue Extraction**: - List all unique problems mentioned in negative reviews. - Use bullet points for each issue, quoting 1-2 direct review excerpts as evidence. 3. **Frequency Analysis**: - Count how many times each issue appears across all negative reviews. - Present as a table: Issue | Frequency | Percentage of Negative Reviews. - Highlight the top 5 most frequent issues. 4. **Sentiment Summary**: - Provide a concise overall summary of the main customer complaints (2-3 sentences). - Rate the severity: Low/Medium/High based on frequency and impact. 5. **AI-Driven Solutions**: - For each top issue, suggest 2-3 practical, innovative solutions. - Include: Immediate fixes (e.g., product tweaks), long-term strategies (e.g., design changes), and marketing responses (e.g., FAQ updates). - Prioritize cost-effective, feasible ideas powered by AI insights. 6. **Final Recommendations**: - Overall product improvement score (1-10). - Actionable next steps with priorities (High/Medium/Low). Product Data: [PASTE PRODUCT TITLE, DESCRIPTION, AND ALL REVIEWS HERE] Output in a clean, markdown-formatted report for easy reading.
How to Use
Copy the prompt into ChatGPT or Claude. Paste the Amazon product title, description, and full list of customer reviews (with ratings) into the designated section. Generate the report to instantly uncover issues and solutions for product optimization.
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