The week I replaced a team's busywork with one workflow

A small team spent two hours a day sorting and replying to the same kinds of messages. We gave that time back with one agentic workflow.

What I tried

First I tried to automate everything they did. The build got huge and brittle, and they didn't trust it.

What pushed back

Every edge case I added made it slower to ship and harder to explain. They wanted relief, not a science project.

How I felt

I had over-engineered it, and I knew it the moment their eyes glazed over in the demo.

Why I did not quit

One part of the job — sorting and drafting first replies — was painfully repetitive and easy to scope. That was the wedge.

The shift

I cut the build down to that single task: read the message, classify it, draft a reply for a human to approve. Nothing else.

The takeaway

Automate one painful, repeated task end to end before you touch the rest. Narrow earns trust; broad earns doubt.

What is next

We're adding the second task now — but only because the first one earned its place.

#agenticworkflows #automation #ai #systems