If you've ever come up with an idea for a custom Jira app but got stuck when it was time to deploy, this update is for you. We've just released a new feature in AI Apps Builder that takes away one of the last manual steps between building your app and making it live in Jira. Here s why we built it and how it works.

The Problem: Building Is Easy, Deploying Still Needs an Admin

Here's a scenario that plays out constantly on Jira teams. A product owner, PM, or business analyst has a clear idea for a custom dashboard, a report, or a small automation. With a no-code app builder, they can now actually build it themselves, in plain language, without a developer.

But deployment is a different story. In Jira, only a site administrator can install or reinstall a Forge app on a given site. That hasn't changed, and it's not something a builder tool can or should work around. This is simply how Jira permissions are set up.

When I worked as a marketer at a company that manufactures dental units, I collaborated with other departments, and that's where I ran into one problem in the purchasing department. When I started working on AI Apps Builder, I could clearly see a way to solve it.

Here's the situation: a purchasing manager orders materials from suppliers, tracks each order as a Jira task, and each task has an SLA. The problem is that most of the communication with suppliers or logistics companies happens over email, not in Jira. So when a supplier ships late, the SLA still shows as breached, and there's nothing in the task proving it wasn't the manager's fault. And when someone asks "why is this late," and the manager has to go dig through email instead of just pointing at the task.

Hey Product Hunt

We're the team behind AI Apps Builder for Jira a no-code platform that lets you create custom Forge apps, integrations, AI agents, and skills by describing what you need in plain language.

Today I want to show you something specific: how I built a real, working Jira agent from a single prompt. No code. No developer. No Forge setup.

Hey Product Hunt

We re the team behind AI Apps Builder for Jira. It s a no-code platform where you describe a Jira app in plain language and get a working Atlassian Forge app in return.

Today, we re releasing the feature our users have requested most: third-party integrations. Here s exactly what changed and what you can build now.

Jira problem that Forge apps solve

If you re interested in AI Apps Builder but have security questions that have made you hesitate, this is for you.

We often hear, "We'd love to use it, but we need to understand how it handles our data first." That s a reasonable concern, so let s walk through it together.

The AI never sees your Jira data

This is a common misunderstanding. When you describe what you want to build, the AI reads your prompt and creates a Forge app using Atlassian's official Forge documentation. It does not access your Jira issues, projects, boards, or users. Your instance data is never involved.

Hey Product Hunt

We re the team behind AI Apps Builder for Jira. With our tool, you can describe a Jira app in plain language and get a working Forge app no coding required. This spring, we focused on major updates. These aren t just small improvements; both how and what you can build have changed a lot.

The problem AI Apps Builder solves

Jira is powerful on its own. But as soon as your team needs a specific workflow, like a custom SLA tracker, a branded service portal, or a dashboard that shows exactly what you need, you end up writing code, hiring a developer, or making compromises. Most teams compromise.

If you work in Jira long enough, you start noticing patterns: the same subtasks, the same workflows, the same manual steps are repeated every sprint. But there still isn t an easy or scalable way to solve this problem. This guide shows you how to solve that problem by building your own Jira app, all without needing to write any code.

The Problem: Repetitive Work That Never Really Goes Away

A common Jira scenario:

• You create a new issue.

• You add the same 5 7 subtasks.

• You assign the same people.

• You adjust the same deadlines.

We work on AI Apps Builder for Jira, an AI tool that lets Jira users generate custom Forge apps from a plain-language description. You describe the dashboard, gadget, or report you need, and get a working app you can deploy to Jira Cloud. The core loop works well. But we kept hearing the same thing from users after their first successful build.

The Problem with Iterating on AI-Generated Apps

It feels great to get a first version working. But things get tough when you try to improve it. Here s what our users told us:

The Jira Customization Problem Nobody Talks About

Every team eventually hits the same wall. You need a custom dashboard, a specific report, or a small panel that shows the right data at the right time. The standard options aren't great:

Option A: Buy a Marketplace app. You spend an afternoon evaluating five tools, none of which do exactly what you need. You end up with the closest match and live with the gaps.

Many AI tools promise that you can simply describe what you want and get a working result. And in many cases, that s true. For example, I take the tool I'm working on, AI Apps Builder for Jira. Using this app, you can explain the Jira app you need in plain language, and the AI generates a Forge app for you.

However, one thing becomes clear very quickly: the more specific your description is, the better the result will be.

While experimenting with AI Apps Builder for Jira, certain patterns started to emerge. Some prompts consistently produced clear, usable apps, while others led to results that needed refinement. The difference wasn t the AI itself it was how the request was written.

In this article, we ll look at those patterns and explore practical ways to write better prompts when building custom Jira apps, dashboards, and reports.