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How to use sentiment, intent, emotion, and urgency to triage feedback

Build a powerful AI-driven feedback triage system using 4 labels: sentiment, intent, emotion, and urgency. Prioritize critical responses and never miss high-urgency customer feedback again.

FeedPulse AI Team
2024-01-08
2 min read

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

  1. Sentiment: The general mood. (Positive, Neutral, Negative)
  2. Intent: What is the user trying to achieve? (Complain, Request Feature, Ask for Help, Praise, Churn)
  3. Emotion: The specific feeling. (Anger, Frustration, Delight, Confusion)
  4. 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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