From 6-Hour Turnaround to 6 Minutes: An Automation Case Study

When a mid-size SaaS company approached us, their support operation was technically functional but operationally strained. A team of twelve agents handled roughly 1,200 tickets per week across three channels. Their average first-response time was under 30 minutes. But their average resolution time was over six hours, and climbing.

The Bottleneck Was Not Speed of Reply

It was speed of action. Most tickets required agents to perform tasks across multiple systems: verifying account details in the CRM, checking entitlement against their subscription platform, looking up internal documentation, and then manually executing the resolution.

Each of these steps involved a different tool. Agents were spending more time navigating between platforms than actually solving problems. And because the process was manual, error rates were rising:

• CRM records were falling out of sync

• Customers received inconsistent information depending on which agent handled their request

• Resolution quality varied wildly across the team

Connecting the Stack

After deploying Dispatch, the team connected their helpdesk, CRM, subscription platform, and internal knowledge base through the Connect Layer. This gave Dispatch full visibility into each customer's profile, history, and entitlements at the moment a ticket arrived.

Targeting High-Volume Workflows First

The biggest impact came from automating their three most common workflows:

1. Subscription downgrades - policy verification and plan change execution

2. Billing corrections - invoice adjustments with CRM sync

3. Feature access requests - entitlement checks and provisioning

These three categories accounted for over 40% of their total ticket volume. With Dispatch's Action Layer, these requests could be verified against policy and executed automatically, with Approval Gates in place for any action above a defined threshold.

The Results

Within the first month:

• Average resolution time dropped from 6+ hours to under 15 minutes

• Fully automated workflows resolved in an average of 6 minutes

• CRM inconsistencies decreased significantly, since Dispatch updated records as part of the workflow

• Agent satisfaction scores improved as repetitive work was eliminated

What Happened to the Agents?

The agents on the team did not lose their jobs. They shifted focus to complex, high-judgment tickets that genuinely needed a human touch, and reported higher job satisfaction as a result.

Automation did not replace the team. It removed the operational friction that was holding them back.

The lesson here is straightforward: resolution speed is rarely limited by how fast agents can type. It is limited by how many systems they have to touch. Remove the friction, and the speed follows.