Four canonical reports: Volume, Response time, AI deflection, Customer satisfaction.
Volume
Conversations by channel, by department, by time of day. Heatmap of the busy hours.
Response time
First-response and full-resolution time, p50 and p95, by channel and by agent.
AI deflection
Total conversations the AI resolved without a human, broken down by intent and grounded source.
CSAT
Post-conversation survey scores, opt-in. Plus a free-text trend (the AI summarizes complaints into themes each week).