Someone reads each ticket, works out what it is about, and moves it. That work is invisible in the metrics and expensive in practice.
A large share of volume is questions your team has answered hundreds of times. The knowledge exists; it is just not where the agent is typing.
A queue sorted by arrival time treats a churn-risk complaint and a password reset identically until a human gets to them.
The agent sits on your helpdesk and picks up each new ticket the moment it lands, across email, chat and web forms.
Topic, product area, sentiment, urgency and customer tier are inferred and written to the ticket as structured fields your existing rules can use.
Retrieval runs against your knowledge base, past resolved tickets and documentation. The draft cites what it used, so the agent can check it in seconds.
For categories you have approved and where confidence is high, the reply goes out automatically. Everything else lands with the right team, draft attached.
When an agent rewrites a draft, the correction is captured. Categories that keep needing rewrites are visible in the dashboard and get retuned rather than quietly degrading.
We build in your stack rather than moving you onto ours. The list below is what this solution most often connects to — other systems are a scoping question, not a blocker.
Only in the categories you explicitly allow, and only above a confidence threshold you set. Most teams start with everything routed to a person with a draft attached, then move low-risk categories such as order status or password resets to auto-send once they have watched the quality for a few weeks.