
CX Today Modernizing the Contact Center with AI: Rebecca Wettemann on Rethinking Metrics, Handoffs, and Agent Experience
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Feb 10, 2026 Rebecca Wettemann, Principal at Valoir and CX metrics expert, explains why time-based contact center metrics are obsolete. She highlights measuring outcome quality, AI-to-human handoffs, coaching adoption, agent trust, and effective escalation. Short, sharp takes on modern data architecture, workload monitoring, and using AI to improve agent experience and recognition.
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Time-Based Metrics Break In An AI World
- Legacy contact-center metrics were built for a human-only world and focus on minimizing resource time.
- AI changes the problem: measure outcome quality, not just speed or containment.
Metrics Must Match Management And Incentives
- Changing metrics without changing management, incentives, and training creates cognitive dissonance for agents.
- Align incentives to new roles so agents aren't pulled between speed and verifying AI advice.
Flip Monitoring Into Recognition And Support
- Use AI to monitor agent workload and proactively recognise difficult shifts to reduce burnout.
- Replace punitive 'big-brother' uses with recognition and supportive coaching at scale.
