Key takeaways
- Automation rate is the headline: watch the trend, segmented by task.
- Resolution and response time prove the copilot removes steps, not adds them.
- Deflection shows the capacity or cost it gives back.
- Quality and escalation rate keep speed honest.
Automation rate
The share of eligible tasks the copilot completes or drafts without a human. This is the headline number. Watch the trend, not a single day, and segment it by task type so you see where it is strong and where it needs work.
Resolution and response time
How fast work gets done end to end. A copilot should pull first response and resolution time down sharply for the tasks it covers. If speed is not improving, the copilot is adding steps, not removing them.
Pick one metric that matters most, tie the copilot to it, and report it every month.
Deflection and capacity freed
How much human time the copilot gives back, expressed in hours or full-time equivalents. This is what turns into either lower cost or more capacity without hiring, and it is the number your finance team cares about.
Quality and escalation rate
Speed means nothing if quality drops. Track customer satisfaction, error rate and how often the copilot escalates correctly. A healthy copilot is fast and accurate, and it knows when to hand off.
In short
Pick one metric that matters most to your business and tie the copilot to it before you build. Then report it monthly. That is exactly how we run the copilots we build.