Sentiment and Emotion Analysis for AI Chatbots

QueryWing Sentiment and Emotion Analysis understands the tone behind every user message, enabling your chatbot to adapt responses with empathy and precision. The AI analyzes messages for positive, negative, and neutral sentiment while detecting specific emotions like frustration, satisfaction, and confusion.

When negative sentiment is detected, the system can automatically de-escalate conversations, adjust response tone, or trigger a live agent handoff. Emotion trends are tracked in the analytics dashboard so product and support teams can identify patterns and improve the customer experience.

Key Benefits

Deliver a more human and empathetic support experience. Automatically de-escalate negative conversations before they become complaints. Measure sentiment distribution over time to surface systemic issues. Detect frustration early and route to human agents when needed.

QueryWing • Feature

Sentiment & Emotion Analysis

Understand user tone and adapt responses with empathy.

Beautiful UI
Real-time & secure
Easy to set up

Sentiment & Emotion Analysis

Understand user tone and adapt responses with empathy.

How it works

  1. Analyze messages for sentiment and emotions
  2. Adjust tone and suggest empathetic replies
  3. Track trends in analytics dashboard

Benefits

  • More human support experience
  • De-escalate negative conversations
  • Measure sentiment over time

Deep dive

Common use cases

  • Detect frustration and escalate to agents
  • Adjust tone based on user mood
  • Report emotion trends to product/support

Key metrics tracked

  • Positive/neutral/negative distribution
  • Escalations triggered by emotion
  • Empathy response effectiveness

Setup tips

  • Use emotion as signal, not absolute truth
  • Avoid over-personalization; keep it respectful
  • Audit samples regularly for bias

Step-by-step guide

1) Enable

Dashboard → Bots → Settings → Turn on Sentiment.

2) Adapt

Use quick replies with suggested empathetic tones.

3) Review

Check analytics for sentiment distribution.

UI mockup
preview.querywing.com/sentiment
Sentiment: Positive
Tone: Friendly
Empathy: High
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