Service Ops

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Service Ops

AI-to-Human Handoff: 4 Patterns That Actually Work

AI support isn't about replacing humans. It's about filtering what humans shouldn't have to touch — and handing off cleanly when it can't. Four patterns, where each one earns its keep, and where each one breaks.

Lane.Chat Team · Apr 14, 2026

Service Ops

Your First Response Time Is Lying: Three Metrics That Actually Matter

"2-minute average first response" sounds great but correlates weakly with satisfaction. Swap in these three metrics and you will see a very different picture.

Lane.Chat Team · Apr 5, 2026

Service Ops

Stop Chasing CSAT — It's Lying to You

A 4.6/5 CSAT feels great. It's also telling you almost nothing. Three structural problems — survivor bias, rating inflation, agents begging for 5-stars — have broken the metric. Here's what to measure instead.

Lane.Chat Team · Apr 2, 2026