How to use sentiment, intent, emotion, and urgency to triage feedback
Your inbox is full. Your spreadsheet is crashing. How do you know which of the 500 new comments needs a reply right now?
You need a triage system. FeedPulse AI automatically tags every response with four key labels to help you prioritize.
Define Each Label
- Sentiment: The general mood. (Positive, Neutral, Negative)
- Intent: What is the user trying to achieve? (Complain, Request Feature, Ask for Help, Praise, Churn)
- Emotion: The specific feeling. (Anger, Frustration, Delight, Confusion)
- Urgency: How quickly you should act. (Low, Medium, High)
Triage Rules You Can Apply
Once you have these labels, you can create simple rules:
- The "Code Red": High Urgency + Negative Sentiment + Churn Intent + Anger → Immediate Mgmt Follow-up.
- The "Marketing Gold": Positive Sentiment + Praise Intent + Delight → Send to Marketing for Testimonials.
- The "Product Backlog": Neutral Sentiment + Feature Request → Send to Product Team.
Example Workflows
- For CX/Support: Start your day by filtering for "High Urgency." clear those first.
- For Product: Once a week, scan "Frustration" with "Feature Request" to spot UX friction points.
- For HR: use these labels on internal surveys to flag "Burnout" patterns before people leave.
How FeedPulse AI Exposes These Labels
In your project dashboard, you get a response table with badges for each of these. You can filter to "High Urgency + Churn" in one click and save that view.
Start triaging today
Don't let critical feedback get lost in the noise. Upload a recent feedback file and see instantly which responses you should handle today.
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- Turn Slack Noise into Strategic Signals — Real-time feedback analysis
- How to Analyze Open-Ended Responses with AI — Tagging and theme extraction
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