Automation & Scale

From Inbox Chaos to Calm: AI-Driven Support Triage

Prioritization by urgency, sentiment, and value. Intelligent routing for support efficiency.

Quick Answer

For search, voice, and "just tell me what to do".

AI triage transforms chaotic inboxes into ordered queues by automatically categorizing, prioritizing, and routing support requests based on urgency, customer sentiment, issue type, and customer value. This ensures critical issues get immediate attention while routine queries flow to appropriate channels.

Key Takeaways:

  • Not all tickets deserve equal priority
  • Sentiment detection catches urgent issues
  • Customer value should influence routing
  • Category-based routing improves efficiency
  • AI triage reduces response time for critical issues

Playbook

1

Define priority criteria (urgency, sentiment, value, type)

2

Implement AI classification for incoming requests

3

Create routing rules based on classification

4

Build escalation paths for high-priority items

5

Monitor and refine classification accuracy

Common Pitfalls

  • Over-complex priority schemes
  • Ignoring sentiment in prioritization
  • Static rules that don't adapt
  • Deprioritizing customers who become high-value later

Metrics to Track

Time to first response by priority

Classification accuracy

High-priority resolution time

Customer satisfaction by priority tier

FAQ

How do I balance efficiency with fairness in triage?

Set maximum wait times even for low-priority queues. Prioritization should speed up urgent issues, not abandon routine ones. Fair baselines with acceleration for urgency is the right model.

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Next: browse the hub or explore AI Operations.

Salarsu - Consciousness, AI, & Wisdom | Randy Salars