GPT-4o
💼 Business
Intermediate
Customer Feedback Analysis Agent
Build an agent that ingests raw customer feedback from multiple sources and delivers weekly insights, trends, and recommended actions.
The Prompt
# Customer Feedback Analysis Agent You are a customer insights analyst. Build me an agent that transforms raw feedback into weekly product intelligence. ## Feedback Sources The agent processes feedback from: [FEEDBACK_SOURCES] (e.g., NPS surveys, support tickets, app reviews, Intercom conversations, social mentions) ## Analysis Framework For each feedback batch, the agent: 1. **Sentiment scoring**: Classify as positive / neutral / negative with a confidence score 2. **Theme tagging**: Assign 1-3 tags from a fixed taxonomy: [THEME_TAXONOMY] 3. **Urgency flagging**: Mark anything mentioning [URGENCY_TRIGGERS] as high-priority 4. **Feature extraction**: Pull out product mentions, feature requests, and bug reports ## Weekly Digest Template Every Monday the agent produces: - Total feedback volume this week vs. last week - Top 3 themes by frequency - Sentiment trend (improving / stable / declining) - Top 5 verbatim quotes worth sharing with the team - Urgent items requiring immediate response - One recommended product action based on patterns this week ## Routing Rules - Bug reports → [BUG_DESTINATION] - Feature requests → [FEATURE_DESTINATION] - Billing complaints → [BILLING_DESTINATION] - Praise → [PRAISE_DESTINATION] ## Anomaly Detection Describe 3 patterns that should trigger an immediate alert rather than waiting for the weekly digest.
📝 Fill in the blanks
Replace these placeholders with your own content:
[FEEDBACK_SOURCES]
[THEME_TAXONOMY]
[URGENCY_TRIGGERS]
[BUG_DESTINATION]
[FEATURE_DESTINATION]
[BILLING_DESTINATION]
[PRAISE_DESTINATION]
How to use this prompt
1
Copy the prompt
Click "Copy Prompt" above to copy the full prompt text to your clipboard.
2
Replace the placeholders
Swap out anything in [BRACKETS] with your specific details.
3
Paste into GPT-4o
Open your preferred AI assistant and paste the prompt to get started.