AI Apps Builder Grows from an App to a Full Jira Solution Platform

Mariia_Domska_SaaSJet

When we launched AI Apps Builder for Jira, our goal was clear: you describe what you need, and the AI creates a working Forge app from your prompt. But since the beginning of 2026, the product has evolved significantly.

Smarter Generation with the Agent Loop

The app now uses a smart agent-style ReAct loop. The Agent in AI Apps Builder, instead of stopping after one try, reviews each step and repeating the process until a Forge app is ready to deploy.

For users, this means:

• More reliable output

• Fewer broken iterations

• Usable apps from a single well-written prompt.

A Clearer, Safer Experience

The new interface is designed for clarity:

• Guided flows and structured steps

• Visible security info during generation and updates

• Review of app scopes before deployment.

You will always see what permissions your generated app needs and the reasons for them.

Transparent AI Effort with Credits

To make AI usage and value clear, AI Apps Builder now uses a credit system. Every new user gets 100 free credits, which is enough to build and improve a few real Forge apps.

That's how the builder has grown. Now, AI Apps Builder is taking the next step.

The Big Shift: From Builder to Solution Platform

The latest release brings the Template Catalog in AI Apps Builder, now right on the main page. You can still build custom apps with your own prompts, but now you can also pick from ready-to-use Jira solutions that real teams have tested. Instead of starting from zero, just choose a template, generate it in minutes, and deploy it right away. AI Apps Builder is now about more than just generating code. It's becoming a platform for practical Jira solutions.

What's Inside the Template Catalog?

The catalog in AI Apps Builder currently covers three major Jira categories:

Categories	Example Templates	Best For
Work Management	Team Weekly Planner, Cross-Project Dashboard, User Workload View	PMs, team leads, managers
Service Development	SLA Countdown Panel, Incident Escalation Monitor, SLA Risk Monitor	Support leads, service desk teams
Software Development	Code Review Checklist, Sprint Progress Gadget, Issue Health Overview	Developers, scrum masters

Work Management Templates

Team Weekly Planner

This gadget shows issues assigned to the current user with due dates in the next 7 days. Also displays issue key, summary, status, and due date, and sorts them by nearest deadline.

This tool is the best for:

• Individual contributors

• Project managers

• Teams need short-term delivery visibility.

Cross-Project Status Dashboard

This dashboard shows:

• Project summary cards

• Status distribution charts

• Milestone timeline

• Issues are overdue or blocked.

This tool might be helpful for:

• Delivery managers

• PMs

• Cross-functional leadership.

User Workload Dashboard

This gadget counts open issues grouped by assignee and displays them as a list or chart.

This Jira tool helps teams:

• Prevent overload

• Balance assignments

• Identify capacity gaps early.

Jira Service Development Templates

SLA Countdown Panel

It is an issue Panel that displays:

• Live countdown to due date

• Clear “SLA Breached” indicator if overdue.

Incident Escalation Monitor

The gadget helps to identify:

• High / Highest priority issues

• Tickets not updated in the last 24 hours

• Time since last update

• Visual warning indicators.

The Jira gadget is built for support leads who want proactive control before escalation happens.

SLA Risk Monitor

The gadget categorizes tickets as:

• 🔴 Breached

• 🟠 Less than 1 hour remaining

• 🟢 Safe.

And also displays:

• Issue key

• Summary

• Priority

• Remaining SLA time.

This helps to turn SLA management into something teams can act on immediately.

Software Development Templates

Code Review Checklist

The issue panel provides a predefined checklist (tests, style, documentation, and more).

This tool is needed for keeping:

• Engineering consistency

• Standardizing review quality

• Reducing missed steps.

Sprint Progress Gadget

The dashboard gadget shows:

• To Do

• In Progress

• Done.

Based on the active sprint. Clear visibility for standups and sprint reviews.

Issue Health Overview

This Jira gadget displays three charts:

• Issues by status

• Issues by priority

• Issues by issue type.

Instant reporting without complex dashboard configuration.

Why These Changes Matter

Before the users' flow in AI Apps Builder looked like this:

1. Create Idea

2. Write a prompt for AI

3. AI generates Forge app

4. Deploy into Jira

5. Use.

Now users' follow can also look like this:

1. Select template

2. AI Generates

3. Deploy into Jira

4. Use.

This evolution improves:

• Speed to value – Get working apps faster

• Adoption – Teams see benefits instantly

• Admin confidence – Native Forge apps ensure enterprise-level security. 

This Is Just the Beginning

The Template Catalog in AI Apps Builder is just getting started, with three categories and nine apps so far. Our goal is to expand it with your feedback. We see this catalog as something that grows with the community. The most valuable solutions come from real Jira teams solving real problems.

Our goals:

• Expand with high-impact use cases

• Refine templates based on feedback

• Turn recurring Jira challenges into ready-to-use Forge apps.

AI Apps Builder for Jira is becoming a shared library of practical Jira solutions, built together with users.

Build Your App Or Start with One

Discover how effortless it is to create a Jira app. Try AI Apps Builder today. Install it from the Atlassian Marketplace and start building or generating your first ready-to-use solution in minutes.

Ariel Yadin _ Bazz OKR

Hi @Mariia_Domska_SaaSJet , Interesting direction, but with Jira-heavy teams the core issue remains: connecting daily work to goals is still manual. Dashboards help, but without a live OKR link, you’re back to spreadsheets.
Teams that get this right treat goals as a data layer with automations tied to Jira. Atlassian Goals still lacks APIs, so most setups work around that gap. Some use tools like Bazz OKR.
Curious if anyone’s tried connecting Forge apps to goal tracking.