The problem was the first hour, not the volume
Northwind's queue was not unusually large. It was unusually repetitive: order status, returns windows, and sizing accounted for most of what arrived overnight, and all of it landed on the same six people at nine in the morning.
That backlog set the tone for the whole day. By the time the team reached a question that genuinely needed a person, it had already been waiting four hours — and the customer had often emailed twice.
One afternoon to install, one week to trust it
The widget went onto the storefront the same afternoon, pointed at the existing help centre and two years of resolved tickets. No migration, no model training, and nobody moved off the helpdesk they already knew.
The first week ran with every answer reviewed before it sent. That review is what made the difference: the team found the four articles that were wrong, fixed them, and the assistant's accuracy moved with the source rather than needing to be retrained.
“Deflection went from a slide in a deck to 62% of our inbound, in a fortnight.”
What changed for the team
The overnight queue now clears itself. Anything the assistant cannot settle arrives with the transcript, the order record and everything already tried attached, so the person picking it up starts briefed instead of starting over.
Northwind has not hired since. The six people who were clearing a backlog every morning now spend that hour on the returns policy rewrite and the escalations that actually need judgement.
What Northwind runs
- Plan
- Growth
- Channels
- Live chat, email, WhatsApp
- Integrations
- Shopify, Zendesk, Slack