A Support Agent That Clears the Routine Queue

The Challenge

A queue of the same questions, every day

Most tickets were routine and repetitive, but each one still waited for an agent to be free, look up the order, and reply. Volume spiked at night and on sale days, the queue grew, and customers waited hours for an answer they could have had at once.

• Routine questions made up most of the volume.
• Every ticket waited for a human to look it up.
• Nights and sale days overwhelmed the team.
• Response times stretched into hours.

The Solution

An agent connected to orders and the helpdesk

We built a support agent connected to the order system and the helpdesk. It reads each incoming ticket, looks up the order, answers the routine ones, takes simple actions like an address change, and hands the rest to a person with the context attached.

• Reads the ticket and finds the order.
• Answers routine questions in its own words.
• Takes safe actions, like updating an address.
• Escalates the hard cases with full context.

How We Delivered

Ran it beside the team, then let it lead

We set guardrails on what the agent could do alone, ran it in suggest-only mode beside the team to check its answers, then let it handle the routine on its own once it proved accurate. Refunds and exceptions still wait for a person.

The agent went live in five weeks.

The Outcome

The routine handled, the queue under control

The agent now resolves about 70 percent of routine tickets on its own, replies in minutes at any hour, and the team spends its time on the cases that need judgement. The queue no longer piles up overnight, and customer wait times dropped sharply.