Auto-resolved 85% of support tickets within seconds.

Meridian is a growing e-commerce brand with the support inbox to prove it. Most tickets were the same handful of questions in different clothes — where is my order, how do I return this, does it fit — but each one still needed a human to open it, look up the order and type an answer. As sales grew, response times stretched, and the team faced the classic scaling trap: hire more people to answer the same questions, or watch satisfaction slide.

Head of Operations Amara Okeke had the budget request on her desk: two more support hires just to hold response times where they were. The economics grated — margin earned on growth being handed straight back to answer 'where is my order?' for the thousandth time. Meanwhile weekend tickets sat for two days, and the first thing the Monday team did was apologise.

The audit classified a month of tickets by type, resolution path and systems touched. The pattern was stark: the overwhelming majority were tier-one queries resolvable from data already sitting in their order, returns and helpdesk systems. We scoped an agent around exactly that set, with a hard rule — anything ambiguous, emotional or high-value goes to a human, with context attached.

We deployed a customer-support agent wired into Meridian's order, returns and helpdesk systems. It resolves tier-one tickets in seconds, in the brand's own voice — pulling live order status, issuing returns labels, answering product questions from the catalogue. Complex cases route to the team with the full history and a suggested next step, so the human starts at the middle of the problem rather than the beginning.

The agent went live on a slice of ticket volume, shadowed by the team who reviewed every response before expanding its remit. The tone took a week of tuning — Meridian's voice is warm and a little informal, and the agent had to earn that. By week three it was handling nights and weekends alone, and Monday mornings stopped starting with apologies.

Eighty-five per cent of tickets are resolved automatically with a median first response under a minute, around the clock, with no new hires. The support team didn't shrink — it moved up a level, spending its time on the genuinely hard cases and on turning complaints into repeat customers.