7 customer support metrics that actually matter

You can measure a hundred things in support. Most are noise. These seven customer support metrics tell you whether customers are happy and where to improve.

1. First response time

How long until a customer hears back. The single biggest driver of satisfaction. See 7 ways to reduce first response time.

2. Resolution time

How long to fully close a conversation. Track the median, not just the average — a few long edge cases skew the mean.

3. Customer satisfaction (CSAT)

A 1–5 rating after a conversation. The most direct signal of quality. Watch trends and read the comments, not just the score.

4. Conversation volume

How many conversations you get, by day and by tag. Rising volume in one tag often means a product or docs problem worth fixing at the source.

5. Replies per resolution

How many back-and-forths it takes to close a ticket. High numbers point to unclear first replies or missing canned responses.

6. Backlog / open conversations

How many are still open and aging. A growing backlog warns you before customers start complaining.

7. Workload by agent

Volume and response time per agent — to balance load and spot who needs help, not to micro-manage.

Turn metrics into action

Numbers only help if you act on them. DeskPine's reporting tracks volume, response time and CSAT out of the box, with CSV export and scheduled email reports. Try it free or see a demo.