Track total conversations, channel mix, peak hours, and campaign-driven spikes so staffing decisions are based on real demand.
Speed shows experience
First response time and resolution time reveal whether customers are waiting too long. Segment these by team, channel, and priority.
AI metrics need context
AI resolution rate, escalation rate, and customer satisfaction should be reviewed together. The goal is not automation for its own sake — it is faster, better service.