Prompt Library 💼 Business Review Classifier
Claude 💼 Business Intermediate

Review Classifier

Categorize feedback into pre-specified tags and categorizations.
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The Prompt

Your task is to classify the provided customer review or feedback into appropriate categories.

For each review, output a JSON object with the following fields:
- "sentiment": "positive", "negative", or "neutral"
- "sentiment_score": a number from 1 (very negative) to 5 (very positive)
- "categories": array of relevant category tags from this list: [product_quality, customer_service, pricing, delivery_shipping, ease_of_use, design_aesthetics, reliability, value_for_money, documentation, returns_refunds]
- "key_themes": array of 2-4 short phrases capturing the main topics mentioned
- "action_required": true or false (whether the review suggests a specific problem needing follow-up)
- "priority": "high", "medium", or "low" (for action_required items)

Output only the JSON object with no additional text.

📝 Fill in the blanks

Replace these placeholders with your own content:

[product_quality, customer_service, pricing, delivery_shipping, ease_of_use, design_aesthetics, reliability, value_for_money, documentation, returns_refunds]

How to use this prompt

1
Copy the prompt

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2
Replace the placeholders

Swap out anything in [BRACKETS] with your specific details.

3
Paste into Claude

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