An account team can answer quickly and still leave you chasing the same issue for days. That does not make response speed meaningless. It means your service review needs another measure: whether the promised action actually happened.
Start with the outcome you needed. For a mispack, that might be the agreed replacement action. For an invoice question, it may be a documented decision rather than a credit. Not every case ends with the answer you hoped for, but it should end with a clear, supported conclusion.
Use separate clocks
Support systems can distinguish these events. Zendesk's documented ticket metrics include first reply, first resolution, full resolution and reopening counts, with separate calendar and business-hour fields where applicable. This establishes that the measures are different; it is not evidence that your 3PL uses them or that a ticket marked solved reflects a completed warehouse action. Zendesk ticket metrics
Ask how your provider defines each measure. Does an automatic acknowledgment count? Does a waiting status stop the clock? Does a reopened case keep its original history? Choose one time basis before comparing months or providers.
Look at three cases together
We created three illustrative cases, all using calendar time from the initial request. They are not customer records or industry benchmarks.
| Case | First reply | Verified resolution at the review point |
|---|---|---|
| A | 5 minutes | 2 hours |
| B | 10 minutes | 48 hours |
| C | 15 minutes | Still open after 72 hours |
Average first reply is 10 minutes. The two resolved cases average 25 hours to resolution. Reporting those two averages without the third case would leave the longest-running problem out of the resolution picture.
Do not enter zero hours for case C. Do not call its eventual resolution 72 hours; it has not resolved yet. Report two of three cases resolved, one open at 72 hours, and explain what remains to be done. A small sample cannot establish a general service trend, but it can expose a misleading summary.
Agree what counts as finished
For each issue type, write a short completion condition. An inventory discrepancy might require an explained adjustment and confirmation that the selling system reflects it. A carrier query might end with a documented claim decision. The support ticket should link to the evidence your teams agreed would close the issue.
Separate temporary containment from permanent correction. Sending a replacement may resolve one customer's immediate problem while a packing-rule correction remains open. Give the latter its own owner and follow-up date so it does not vanish when the first ticket closes.
Make the review useful to both teams
Group comparable issues before drawing conclusions. A simple address question and a missing-pallet investigation do not represent the same work. Show open-case age, dependencies and the next decision alongside completed-case timings.
Then discuss the oldest unresolved items directly. Ask what evidence is missing, who can supply it and when the next update is due. This approach gives the account team a fairer conversation than an accusation based on one average—and gives the brand a clearer view of whether responsive support is translating into progress.
Related reading
Sources
- Documented distinction among ticket-time metrics — accessed 2026-10-05.