Macha
CX & Support Metrics

Wait Time

Definition

Wait time is how long a customer waits before their contact is answered by an agent — the time spent in a queue, on hold, or waiting for a reply after reaching out.

Also known as: queue timehold timetime in queue

How it works

Wait time is measured from when a customer enters the queue to when an agent engages them. On phone and chat it's the time in queue; on email and tickets it maps closely to first response time. Averaged across contacts on voice channels, it's often reported as Average Speed of Answer (ASA).

It's distinct from handle time, which starts only once the agent is engaged — wait time is the delay before help begins.

Why it matters

Wait time is one of the biggest drivers of customer frustration and abandonment: the longer people wait, the more likely they are to give up. Reducing it — through better staffing, routing, or automation that answers instantly — directly improves satisfaction and lowers abandonment.

Frequently asked

What is the difference between wait time and handle time?

Wait time is the delay before an agent engages the customer; handle time is how long the agent then spends resolving the contact. Wait time is dead time for the customer; handle time is active help.

How does automation reduce wait time?

An AI agent can respond instantly to routine questions, so many customers never enter the queue at all — leaving human agents free to reach the remaining contacts faster.

Put these ideas to work

Macha is an AI agent layer that sits on top of the help desk you already run — Zendesk, Freshdesk, Front, Intercom, or Gorgias.

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