Automate ticket sentiment analysis with AI

This workflow detects customer sentiment in real-time from every message, email, or conversation. The AI analyzes tone, language patterns, and emotional indicators to identify frustrated, angry, or at-risk customers. Sentiment scores are calculated continuously throughout the conversation, allowing for proactive intervention before issues escalate.

This workflow works natively within your existing ticketing system—whether you use HubSpot, Intercom, Zendesk, Salesforce, Freshdesk, Twilio Flex, or Front. There's no need to migrate to a new platform or change your existing setup. Sentiment data is sent to wherever you need it—Slack alerts for negative sentiment spikes, dashboard updates for team monitoring, or data warehouse exports for trend analysis. The system triggers escalation workflows when sentiment crosses critical thresholds. Sentiment patterns inform training and quality improvement initiatives.