Lately I've been getting the same question over and over: how do you build an AI Agent inside Jira, something like GitHub Copilot but for Jira?

I wasn't planning to write about this — the concept didn't seem particularly complex, and I figured anyone with the relevant background could piece it together from the docs. But after being asked enough times, I realized a lot of people genuinely aren't familiar with this area.

I happened to build a similar application inside Jira recently, so here's the full implementation approach.

The guiding principle is simple: use existing services wherever possible. Don't build from scratch.

Let me walk through it step by step.

Step 1: Create a Bot Account

First, you need a dedicated bot. If your company's IT policy allows it, create an account with a short, easy-to-remember name — something like copilot or ai-bot .

What does this account do? It acts as a "trigger." When a user @-mentions this account in a Jira comment, the automation pipeline kicks in.…