the voice of customer experience technology
Front page
Interview10 Apr 2026 · 1 min read

CX Metrics In The Age Of AI: Stop Optimising For Speed

Contact centre metrics are evolving as AI reshapes CX. Experts explain why AHT is declining and what KPIs leaders should prioritise instead.

AI is pushing contact centres into a new operating model, and the old metrics are struggling to keep up. In this CX Today roundtable, Rob Wilkinson sits down with Martin Teasdale, Steve Morrell, Sangeetha Rai, and Rebecca Wetteman to explore what “good” looks like when automation absorbs the simple work and agents are left handling the hardest conversations.

A key theme is the decline of speed-first KPIs like average handling time. When customers only reach a human for complex, emotional, high-stakes issues, optimising for shorter calls can quietly damage outcomes and exhaust employees. The panel argues leaders need to refocus measurement around experience, resolution quality, and whether AI is genuinely helping agents in live interactions.

They also warn against repeating past mistakes, scaling volume without addressing root causes, and adopting AI as a cheaper substitute for people rather than a tool to improve decision-making and service design. The takeaway: contact centre leaders should redesign metrics to match today’s reality, protect agents from burnout, and build trust in AI through reliability, relevance, and practical governance.

rate this story
helps rank stories across uc today
The discussion0 takes · attributed & checked

Does this reflect your experience?

opening the room…
Read nextordered by techtelligence · every pick explained
matches this topic

Verint Warns AI Value Needs Better Data

3 Sept 2026
matches this topicBill Gates AI Warning Should Shake CX Leaders31 Aug 2026matches this topicAvaya’s AI Strategy Warning: CX Vendors Are Splitting Fast31 Aug 2026