Engineering

Why We Replaced Every Chatbot With a Single AI Agent

In January, we shut down 47 automated workflows and handed the keys to one conversational agent. Here is what happened to our support team.

Maya Chen · May 6, 2026 · 8 min read

Last winter, our support dashboard looked like a circuit board someone had been soldering for five years straight. Forty-seven distinct automation paths, each built by a different team, each with its own fallback logic and escalation rules. When a customer typed "cancel my account," three separate bots would fire simultaneously, and the customer would get three different responses. We called it the tri-bot problem. Nobody thought it was funny anymore.

The 47-workflow problem

I spent two weeks in February mapping every automated path in our system. The oldest one, a password-reset flow from 2019, had been patched eleven times. The newest was a shipping-lookup integration nobody could explain with confidence.