Research

Service ticket triage

Put repetitive triage, enrichment and recommendations into a reversible workflow.

Department · customer-service / operationsComplexity · 3/5Human gate · recommendedData · medium
Outcome

Identify priority faster while preserving review and escalation.

02 / Interactive workflow

Inspect the responsibility chain.

Select a node to see its input, action, output, risk and control.

System / Ticket received
Input

Email, form or support record

Action

Normalize fields

Risk

Missing fields

Control

Missing fields enter enrichment queue

Click a node to inspect the boundary. Human and AI are not interchangeable.

03 / Business view

What this workflow changes

Identify priority faster while preserving review and escalation.

Metrics

  • First response time
  • Triage accuracy
  • Escalation miss rate
04 / Technical & governance

Boundaries before automation

  • Medical, financial and safety topics need separate rules and escalation.
  • Model suggestions improve queues; they do not replace accountable judgment.

Implementation notes

  • Build an offline evaluation set from sampled historical tickets.
  • Start with recommendations; do not auto-close or reply.
Prototype / Research labels are intentional. This workflow is a starting point for diagnosis, not a promise that your systems are already connected.