Human Oversight Gate for Ticket Triage (QA)
A checklist with 6 steps: Define escalation triggers for complex or emotionally charged tickets.
By InnovaAI ResearchPublished
Human Oversight Gate for Ticket Triage (QA)
- 01
Define escalation triggers for complex or emotionally charged tickets
Work with the client to specify criteria that route tickets to human agents, such as sentiment scores below a threshold, mentions of legal terms, or repeated contact attempts.
- 02
Set a maximum autonomy rate for automated resolutions
Agree on a target percentage of tickets that AI can fully resolve without human review, typically 20-40% for most agencies, and configure the system to flag anything above that for manual audit.
- 03
Implement a sampling review process for AI-handled tickets
Have senior agents review a random sample of at least 10% of automated resolutions weekly, checking for accuracy, tone, and adherence to client policies.
- 04
Monitor escalation rates and resolution quality metrics
Track how often AI-routed tickets are re-opened or escalated, and compare customer satisfaction scores between AI-handled and human-handled tickets to spot systemic issues.
- 05
Conduct a monthly calibration session with the client
Review performance data, discuss edge cases, and adjust the triage rules and escalation triggers based on real-world outcomes and changing client priorities.
- 06
Document all overrides and exceptions for continuous improvement
Log every instance where a human agent overrides an AI decision, and use those logs to refine the model's training data and routing logic.