E-commerce
Harbor & Pine
First replies in minutes, even in peak season
An online home goods retailer with three warehouses answered customers in six hours on a good day. Support triage now routes 1,900 tickets a week and drafts the simple half.
Company
Harbor & Pine
Industry
E-commerce
Team size
85 people, 3 warehouses
Result
4 minutes

Before and after
6 hours to reply
4 minutes
median first reply
01
The challenge
Harbor & Pine sells furniture and home goods online in five countries. Ticket volume triples between November and January, and every year the team hired temporary staff who needed three weeks to learn the returns policy.
Half of all tickets asked the same four things: where is my order, how do I return this, can I change my address, when is it back in stock.
02
The approach
The support triage agent was trained on two years of tickets and the full returns policy. Legal reviewed the approval limits in one meeting before go-live.
- Routing by language, warehouse and order value
- Reply drafts for order status, returns and address changes, approved in one click
- Refunds above EUR 50 and any damage complaint always go to a person
03
The results
- Median first reply down from 6 hours to 4 minutes
- 1,900 tickets triaged a week, about half answered from approved drafts
- Two peak seasons without temporary staff
- Support satisfaction up from 3.9 to 4.6 out of 5
The churn signals agent was added in the second quarter to watch repeat buyers who stop ordering.
“
Setup took three weeks, as promised. The approval limits are what got legal to sign off in a single meeting.
M
Marcus Lind
Chief Operating Officer
+
/ 001 /
Agents used
The agents behind these numbers.
Each one runs with written rules, and a person approves anything above its limits.
+
/ 002 /
More stories
Other teams, other queues.
Different industries, the same first step: one week of looking at where the hours actually go.

Logistics
Northpoint Logistics
9 hours a day
35 minutes
Delivery exceptions sorted before the morning call
A 40-person freight forwarder used to start every day with nine hours of carrier exceptions spread across three people. Now the support triage agent reads them overnight.

Finance
Ledgerline
6-day close
2 days
Month-end close cut from six days to two
A 120-person payments company matched 4,000 supplier invoices a month by hand. The finance ops agent now does the matching and sends only the mismatches to a controller.

Services
Calder & Webb
4 hours on Monday
15 minutes
The Monday report writes itself
A 12-person accounting firm spent every Monday morning building one report from six sources. The weekly reporting agent now has it ready at 07:00.

+
/ Next /
Get started
Pick one workflow. We will have an agent on it in 21 days.
Book a 30-minute call. Bring the task that eats the most hours and we will tell you plainly whether an agent can take it.