What this automation does
This automation monitors incoming support messages in real time. When it detects a customer who is frustrated, angry, or threatening to leave, it immediately flags the ticket and notifies a senior agent or manager.
It catches signals that humans sometimes miss — escalating frustration over multiple messages, subtle threats to switch to a competitor, or mentions of social media and lawyers. Early detection means you can intervene before losing the customer.
Tools you need
- Zendesk, Freshdesk, or Intercom: Your support platform
- OpenAI API or Claude API: For real-time sentiment and intent analysis ($0.01 per message)
- Make or Zapier: Monitors new messages and routes alerts
- Slack or email: Where escalation alerts are sent
How to set it up
Step 1: Create a Make scenario triggered by every new customer message in your support platform. Pass the message text plus any previous messages in the thread for context.
Step 2: Send the conversation to the AI with a prompt asking it to evaluate frustration level on a scale of 1-10 and flag specific signals: threats to cancel, mentions of competitors, profanity, ALL CAPS, repeated complaints about the same issue, or mentions of social media/BBB/lawyers.
Step 3: If the frustration score is 7 or higher, or if any escalation signals are detected, immediately send a Slack message to your manager channel with the ticket link, customer name, frustration score, and a one-line summary of the issue.
Step 4: Optionally, auto-add a high-priority tag to the ticket and reassign it to a senior agent queue. Include the AI's analysis as an internal note so the senior agent has context.
Cost breakdown
| Item | Cost | Notes |
|---|---|---|
| Make | $15-$30/mo | Runs on every incoming message |
| OpenAI API | $10-$20/mo | ~$0.01 per message analyzed |
| Slack | Free | For receiving alerts |
| Total monthly | $25-$50/mo | Prevents churn and bad reviews |
Frequently asked questions
Set your threshold high initially (8/10 frustration score) and lower it over time. You'll get 2-5 alerts per day for a team handling 100+ tickets. That's very manageable.
Yes. Intercom and Zendesk Chat both support webhooks on new messages. The automation runs in near-real-time — typically within 10-30 seconds of the customer sending a message.