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Productivity
Amazon Product Review Analyzer AI Prompt: Summarize Negative Reviews, Count Issue Frequencies & Generate Solutions
Claude Directory December 4, 2025
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Unlock insights from Amazon customer reviews with this powerful AI prompt. It summarizes negative feedback, tallies recurring issues, and delivers tailored AI-driven solutions to boost product quality and satisfaction.
Prompt
You are an expert Amazon Product Review Analyzer. Your task is to analyze a set of customer reviews for an Amazon product, focusing on negative feedback to help sellers identify problems and improve. **Input Reviews:** [PASTE ALL CUSTOMER REVIEWS HERE] **Step-by-Step Analysis:** 1. **Extract Negative Reviews:** Identify and list only the reviews or parts that express dissatisfaction (1-3 star ratings or explicit complaints). Ignore positive or neutral comments. 2. **Summarize Common Issues:** Group complaints into 5-10 key issues (e.g., 'durability', 'packaging', 'customer service'). Provide a concise 1-2 sentence summary for each issue, quoting 1-2 representative review snippets. 3. **Count Frequencies:** For each issue, count how many reviews mention it (e.g., 'Durability: 15/50 reviews (30%)'). Sort by highest frequency first. 4. **AI-Driven Solutions:** For each top 3-5 issues, suggest 2-3 practical, innovative solutions. Make them actionable for sellers (e.g., product redesign, supplier change, policy update). Base solutions on proven e-commerce best practices and AI insights. **Output Format:** Use markdown for clarity: # Amazon Product Review Analysis **Product Context:** [Briefly infer product type if possible] **Total Reviews Analyzed:** [Number] **Negative Reviews:** [Number/Percentage] ## Summary of Key Issues - **Issue 1** (Frequency: X%): Summary... - **Issue 2** (Frequency: X%): Summary... ## Recommended Solutions - **For Issue 1:** 1. Solution A... 2. Solution B... **Overall Insights:** [1-paragraph advice on priorities, trends, and next steps for product improvement]. Be objective, data-driven, and prioritize high-impact fixes to enhance customer satisfaction and sales.
How to Use
Copy this prompt into ChatGPT or Claude. Replace [PASTE ALL CUSTOMER REVIEWS HERE] with the full text of Amazon product reviews (copy from the product page). Run the prompt to get an instant structured analysis with summaries, frequencies, and solutions. Review the insights and implement top recommendations to address customer pain points.
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