Support ticket reduction works when AI answers repetitive questions from approved knowledge and escalates messy issues with context.
Outcomes to evaluate
- tier-one deflection target
- 50%+
- support coverage
- 24/7
- ticket summaries
- 100%
- faster routine answers
- 5x
Best first tickets
Automate questions with clear, documented answers before touching complex support.
- Order status
- Password or account help
- Policy questions
- Appointment status
- Basic troubleshooting
Escalation rules
Ticket reduction should not trap customers in automation.
- Refund requests
- Angry customers
- Security issues
- Bugs
- Low confidence
Frequently asked questions
Can AI support reduce tickets without hurting CSAT?
Yes, when it answers from approved sources and escalates quickly when uncertain.
Should AI close tickets automatically?
Only for safe, simple workflows. Complex issues should involve human review.